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Title: GitHub - Eitheer1/365DaysOfData: A year long journey of data science starting with ML

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, CampusXhttps://www.youtube.com/watch?v=ABrrSwMYWSg&list=PLKnIA16_Rmvb-ZTsM1QS-tlwmlkeGSnru&index=6
Day17https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-17-underfitting-overfitting
Machine Learning Specializationhttps://www.coursera.org/specializations/machine-learning-introduction
Day18https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-18-neurons-layer-neural-netowrk-forward-propagation
Machine Learning Specializationhttps://www.coursera.org/specializations/machine-learning-introduction
Day19https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-19-forward-propagation
Machine Learning Specializationhttps://www.coursera.org/specializations/machine-learning-introduction
Day20https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-20-python-implementation-from-scratch
Machine Learning Specializationhttps://www.coursera.org/specializations/machine-learning-introduction
Day21https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-21-vectorization-model-training
Machine Learning Specializationhttps://www.coursera.org/specializations/machine-learning-introduction
Day22https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-22-activation-functions-softmax
Machine Learning Specializationhttps://www.coursera.org/specializations/machine-learning-introduction
Day23https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-23-implementation-of-softmax-regression
Machine Learning Specializationhttps://www.coursera.org/specializations/machine-learning-introduction
Day24https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-24-backpropagation---what-and-how-
Machine Learning Specializationhttps://www.coursera.org/specializations/machine-learning-introduction
Day25https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-25-backpropagation---why-advices-for-applying-machine-learning
Machine Learning Specializationhttps://www.coursera.org/specializations/machine-learning-introduction
Day26https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-26-model-selection-and-trainingcross-validationtest-sets-bias-and-variance
Machine Learning Specializationhttps://www.coursera.org/specializations/machine-learning-introduction
Day27https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-27-machine-learning-development-process-ml-workflow
Machine Learning Specializationhttps://www.coursera.org/specializations/machine-learning-introduction
Day28https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-28-machine-learning-model-error-analysis-and-transfer-learning
Notebook: Implementation, https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/code/day28_implementation.ipynb
Machine Learning Specializationhttps://www.coursera.org/specializations/machine-learning-introduction
Day29https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-29-error-metrices-encoding-of-categorical-data-transoformers
Machine Learning Specializationhttps://www.coursera.org/specializations/machine-learning-introduction
, CampusXhttps://www.youtube.com/watch?v=8osKeShYVRQ&list=PLKnIA16_Rmvbr7zKYQuBfsVkjoLcJgxHH&index=65
Day30https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-30-scikit-learn-pipelines--ridge-regression-l2-regularization
Documentation: Scikit-Learnhttps://scikit-learn.org/1.5/modules/linear_model.html
, CampusXhttps://www.youtube.com/watch?v=8osKeShYVRQ&list=PLKnIA16_Rmvbr7zKYQuBfsVkjoLcJgxHH&index=65
Day31https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-31-lasso-regression-l1-regularization-elastic-net-regularization
ML playlist @CampusXhttps://www.youtube.com/playlist?list=PLKnIA16_Rmvbr7zKYQuBfsVkjoLcJgxHH
Day32https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-32-decision-tree-entropy-and-information-gain
ML playlist @CampusXhttps://www.youtube.com/playlist?list=PLKnIA16_Rmvbr7zKYQuBfsVkjoLcJgxHH
Day33https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-33-hyperparameters-of-dt-with-sclearn-regression-trees
ML playlist @CampusXhttps://www.youtube.com/playlist?list=PLKnIA16_Rmvbr7zKYQuBfsVkjoLcJgxHH
, Visualize Yourself>>https://decisiontreeclassifier.streamlit.app/
Day34https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-34-visualization-using-dtreeviz-ensemble-learning-overview
Github Repo: Dtreeviz, https://github.com/parrt/dtreeviz
ML playlist @CampusXhttps://www.youtube.com/playlist?list=PLKnIA16_Rmvbr7zKYQuBfsVkjoLcJgxHH
Day35https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-35-voting-ensemble--classification-and-regression
ML playlist @CampusXhttps://www.youtube.com/playlist?list=PLKnIA16_Rmvbr7zKYQuBfsVkjoLcJgxHH
, Visualize Yourselfhttps://votingclassifier.streamlit.app/
Day36https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-36-bagging-ensemble--classification-and-regression
ML playlist @CampusXhttps://www.youtube.com/playlist?list=PLKnIA16_Rmvbr7zKYQuBfsVkjoLcJgxHH
Day37https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-37-random-forest-intution-working-and-difference-with-bagging-random-forest-hyperparameters
ML playlist @CampusXhttps://www.youtube.com/playlist?list=PLKnIA16_Rmvbr7zKYQuBfsVkjoLcJgxHH
Day38https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-38-boosting-ensemble-adaboost-boosting
ML playlist @CampusXhttps://www.youtube.com/playlist?list=PLKnIA16_Rmvbr7zKYQuBfsVkjoLcJgxHH
Day39https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-39-understanding-gradientboosting-with-regression
ML playlist @CampusXhttps://www.youtube.com/playlist?list=PLKnIA16_Rmvbr7zKYQuBfsVkjoLcJgxHH
Day40https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-40-gradient-boosting-with-classification
ML playlist @CampusXhttps://www.youtube.com/playlist?list=PLKnIA16_Rmvbr7zKYQuBfsVkjoLcJgxHH
, Vlog Linkhttps://towardsdatascience.com/all-you-need-to-know-about-gradient-boosting-algorithm-part-2-classification-d3ed8f56541e
Day41https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-41-variations-of-gradient-boosting-xgboost---introduction
ML playlist @CampusXhttps://www.youtube.com/playlist?list=PLKnIA16_Rmvbr7zKYQuBfsVkjoLcJgxHH
Day42https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-42-xgboost-for-regression-and-classification-catboost-vs-xgboost-vs-lightgbm
ML playlist @CampusXhttps://www.youtube.com/playlist?list=PLKnIA16_Rmvbr7zKYQuBfsVkjoLcJgxHH
,Research Paperhttps://www.kdd.org/kdd2016/papers/files/rfp0697-chenAemb.pdf
Day43https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-43-stacking-ensemble-understanding-blending-and-k-fold-methods
ML playlist @CampusXhttps://www.youtube.com/playlist?list=PLKnIA16_Rmvbr7zKYQuBfsVkjoLcJgxHH
Day44https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-44-k-nearest-neighbor-coding-knn-from-scratch-and-applying-on-different-datasets
ML playlist @CampusXhttps://www.youtube.com/playlist?list=PLKnIA16_Rmvbr7zKYQuBfsVkjoLcJgxHH
Day45https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-45-support-vector-machines
ML playlist @CampusXhttps://www.youtube.com/playlist?list=PLKnIA16_Rmvbr7zKYQuBfsVkjoLcJgxHH
Day46https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-46-k-means-clustering-dbscan
Notebook: K-Means clustering Demohttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/code/day46_kmeans-clustering-demo.ipynb
, Notebook: DBSCAN demohttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/code/day46_dbscan_demo.ipynb
Day47https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-47-hierarchical-clustering-silhouette-score
Kaggle, https://www.kaggle.com/
ML playlist @CampusXhttps://www.youtube.com/playlist?list=PLKnIA16_Rmvbr7zKYQuBfsVkjoLcJgxHH
Day49https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-49-pca-principle-component-analysis-implementing-with-mnist-dataset
Notebook: Applying PCA on MNIST datasethttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/03-Unsupervised-Learning-And-Reinforcement-Learning/code/day49_pca_on_mnist.ipynb
Day50https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-50-visualizing-and-comparing-pca-t-sne-umap-and-lda--revision-with-the-course-ml-specialization
Machine Learning Specializationhttps://www.coursera.org/specializations/machine-learning-introduction
Day51https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-51-anomaly-detection
Machine Learning Specializationhttps://www.coursera.org/specializations/machine-learning-introduction
, Notebook: Anomaly Detectionhttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/03-Unsupervised-Learning-And-Reinforcement-Learning/code/day51_anomaly_detection.ipynb
Day52https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-52-collaborative-filtering
Machine Learning Specializationhttps://www.coursera.org/specializations/machine-learning-introduction
Day53https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-53-project--football-players-market-value-prediction---introduction-and-planning
Project Planhttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/04-Building-Footballer-Valuation-Model-From-Scratch/images/project_plan.png
Day54https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-54-project--football-players-market-value-prediction---collecting-data-scraping
Notebookhttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/04-Building-Footballer-Valuation-Model-From-Scratch/notebooks/scraping.ipynb
Day55https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-55-project--football-players-market-value-prediction---cleaning-data
Notebookhttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/04-Building-Footballer-Valuation-Model-From-Scratch/notebooks/cleaning.ipynb
Day56https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-56-project--football-players-market-value-prediction---eda
Notebookhttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/04-Building-Footballer-Valuation-Model-From-Scratch/notebooks/eda.ipynb
Day57https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-57-project--football-players-market-value-prediction---feature-engineering-creating-features-transforming-features
Notebookhttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/04-Building-Footballer-Valuation-Model-From-Scratch/notebooks/feature_engineering.ipynb
Day58https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-58-project--football-players-market-value-prediction---ml--linear-regression-with-refined-features-and-deploying-with-streamlit
Notebookhttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/04-Building-Footballer-Valuation-Model-From-Scratch/notebooks/feature_engineering_2.ipynb.ipynb
Day59https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-59-project--football-players-market-value-prediction---complete-streamlit-setup-for-our-first-model---linear-regression
Streamlit Documentationhttps://docs.streamlit.io/
Day60https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-60-project--football-players-market-value-prediction---testing-ridge-lasso-and-decision-trees
Project @ Football Players Market Value Predictionhttps://paudelsamir.streamlit.app/
Day61https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-61-project--football-players-market-value-prediction--had-to-hit-reset-from-feature-engineering
Project @ Football Players Market Value Predictionhttps://paudelsamir.streamlit.app/
Day62https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-62-project--football-players-market-value-prediction---finalizing-project-and-deploying-it
Project @ Football Players Market Value Predictionhttps://paudelsamir.streamlit.app/
Day63https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-63-content-based-movie-recommender-system---preprocessing
Notebookhttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Content-Based-Movie-Recommender-System/notebooks/preprocessing.ipynb
Day64https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-64-content-based-movie-recommender-system---building-and-deployment
Live Demohttps://movie-recommender-samir.streamlit.app/
Day65https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-65-diving-into-deep-learning
Intro to Deep Learning @MIThttps://www.youtube.com/playlist?list=PLtBw6njQRU-rwp5__7C0oIVt26ZgjG9NI
Day66https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-66-perceptrons
Deep learning playlist @ CampusXhttps://www.youtube.com/playlist?list=PLKnIA16_RmvYuZauWaPlRTC54KxSNLtNn
Day67https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-67-perceptron-loss-function-and-gradient-descent
Deep learning playlist @ CampusXhttps://www.youtube.com/playlist?list=PLKnIA16_RmvYuZauWaPlRTC54KxSNLtNn
, Grokking Deep Learning @Andrew W. Traskhttps://edu.anarcho-copy.org/Algorithm/grokking-deep-learning.pdf
Day68https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-68-multilayer-perceptron
Deep learning playlist @ CampusXhttps://www.youtube.com/playlist?list=PLKnIA16_RmvYuZauWaPlRTC54KxSNLtNn
Day69https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-69-mlp-notation-forward-propagation
Deep learning playlist @ CampusXhttps://www.youtube.com/playlist?list=PLKnIA16_RmvYuZauWaPlRTC54KxSNLtNn
Day70https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-70-loss-functions-for-deep-learning
Deep learning playlist @ CampusXhttps://www.youtube.com/playlist?list=PLKnIA16_RmvYuZauWaPlRTC54KxSNLtNn
Day71https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-71-deep-diving-backpropagation
Deep learning playlist @ CampusXhttps://www.youtube.com/playlist?list=PLKnIA16_RmvYuZauWaPlRTC54KxSNLtNn
Day72https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-72-implementing-backpropagation-for-regression
Notebook: Backpropagation Regressionhttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/code/day72_backpropagation_regression.ipynb
Day73https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-73-implementing-backpropagation-for-classification
Notebook: Implementation Backprop Classificationhttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/code/day73_backpropagation_classification.ipynb
Day74https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-74-revising-old-days-memoization
Deep learning playlist @ CampusXhttps://www.youtube.com/playlist?list=PLKnIA16_RmvYuZauWaPlRTC54KxSNLtNn
Day75https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-75-vanishing-gradient-exploding-gradient
Deep learning playlist @ CampusXhttps://www.youtube.com/playlist?list=PLKnIA16_RmvYuZauWaPlRTC54KxSNLtNn
Day76https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-76-implementing-artificial-neural-networks-ann-for-different-datasets
Deep learning playlist @ CampusXhttps://www.youtube.com/playlist?list=PLKnIA16_RmvYuZauWaPlRTC54KxSNLtNn
Day77https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-77-improving-neural-networks
Deep learning playlist @ CampusXhttps://www.youtube.com/playlist?list=PLKnIA16_RmvYuZauWaPlRTC54KxSNLtNn
Day78https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-78-sequence-modeling--rnns---just-overview
Intro to Deep Learning @MIThttps://www.youtube.com/playlist?list=PLtBw6njQRU-rwp5__7C0oIVt26ZgjG9NI
Day79https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-79-transformers-attention---just-overview
Intro to Deep Learning @MIThttps://www.youtube.com/playlist?list=PLtBw6njQRU-rwp5__7C0oIVt26ZgjG9NI
Day80https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-80-cnns---just-overview-part-1
Intro to Deep Learning @MIThttps://www.youtube.com/playlist?list=PLtBw6njQRU-rwp5__7C0oIVt26ZgjG9NI
Day81https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-81-cnns---just-overview-part-2
Intro to Deep Learning @MIThttps://www.youtube.com/playlist?list=PLtBw6njQRU-rwp5__7C0oIVt26ZgjG9NI
Day82https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-82-deep-generative-modeling---just-overview
Intro to Deep Learning @MIThttps://www.youtube.com/playlist?list=PLtBw6njQRU-rwp5__7C0oIVt26ZgjG9NI
Day83https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-83-reinforcement-learning---just-overview
Intro to Deep Learning @MIThttps://www.youtube.com/playlist?list=PLtBw6njQRU-rwp5__7C0oIVt26ZgjG9NI
Day84https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-84-deep-learning-challenges--new-frontiers---just-overview
Intro to Deep Learning @MIThttps://www.youtube.com/playlist?list=PLtBw6njQRU-rwp5__7C0oIVt26ZgjG9NI
Day85https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-85--early-stopping-normalizing-inputs-dropout
Deep learning playlist @ CampusX, https://www.youtube.com/playlist?list=PLKnIA16_RmvYuZauWaPlRTC54KxSNLtNn
Grokking Deep Learning @Andrew W. Traskhttps://www.amazon.com/Grokking-Deep-Learning-Andrew-Trask/dp/1617293709
Day86https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-86-regularization-quantization
Deep learning playlist @ CampusXhttps://www.youtube.com/playlist?list=PLKnIA16_RmvYuZauWaPlRTC54KxSNLtNn
Day87https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-87---activation-functions---revisited
Deep learning playlist @ CampusXhttps://www.youtube.com/playlist?list=PLKnIA16_RmvYuZauWaPlRTC54KxSNLtNn
Day88https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-88-weight-initialization
Deep learning playlist @ CampusXhttps://www.youtube.com/playlist?list=PLKnIA16_RmvYuZauWaPlRTC54KxSNLtNn
Day89https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-89-deeep-learning-optimizers
Deep learning playlist @ CampusXhttps://www.youtube.com/playlist?list=PLKnIA16_RmvYuZauWaPlRTC54KxSNLtNn
Day90https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-90-keras-tuner
Deep learning playlist @ CampusXhttps://www.youtube.com/playlist?list=PLKnIA16_RmvYuZauWaPlRTC54KxSNLtNn
Day91https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-91-deep-diving-into-cnns
Deep learning playlist @ CampusXhttps://www.youtube.com/playlist?list=PLKnIA16_RmvYuZauWaPlRTC54KxSNLtNn
Day92https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-92-understanding-paddings-and-strides
Deep learning playlist @ CampusXhttps://www.youtube.com/playlist?list=PLKnIA16_RmvYuZauWaPlRTC54KxSNLtNn
Day93https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-93-backpropagation-in-cnns-a-quick-breakdown
Deep learning playlist @ CampusXhttps://www.youtube.com/playlist?list=PLKnIA16_RmvYuZauWaPlRTC54KxSNLtNn
, Grokking Deep Learning @Andrew W. Traskhttps://www.amazon.com/Grokking-Deep-Learning-Andrew-Trask/dp/1617293709
Day94https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-94-lenet5-cat-vs-dog-classification
Deep learning playlist @ CampusXhttps://www.youtube.com/playlist?list=PLKnIA16_RmvYuZauWaPlRTC54KxSNLtNn
, Grokking Deep Learning @Andrew W. Traskhttps://www.amazon.com/Grokking-Deep-Learning-Andrew-Trask/dp/1617293709
Day95https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-95-gpu-slow-than-cpu-well-in-my-case
Deep learning playlist @ CampusXhttps://www.youtube.com/playlist?list=PLKnIA16_RmvYuZauWaPlRTC54KxSNLtNn
Day96https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-96-data-augmentation-pretrained-models
Deep learning playlist @ CampusXhttps://www.youtube.com/playlist?list=PLKnIA16_RmvYuZauWaPlRTC54KxSNLtNn
, Grokking Deep Learning @Andrew W. Traskhttps://www.amazon.com/Grokking-Deep-Learning-Andrew-Trask/dp/1617293709
Day97https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-97-visualizing-convolutional-layers-transfer-learning
Deep learning playlist @ CampusXhttps://www.youtube.com/playlist?list=PLKnIA16_RmvYuZauWaPlRTC54KxSNLtNn
, Grokking Deep Learning @Andrew W. Traskhttps://www.amazon.com/Grokking-Deep-Learning-Andrew-Trask/dp/1617293709
Day98https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-98-keras-functional-api
Deep learning playlist @ CampusXhttps://www.youtube.com/playlist?list=PLKnIA16_RmvYuZauWaPlRTC54KxSNLtNn
, Articlehttps://machinelearningmastery.com/keras-functional-api-deep-learning/
Day99https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-99-finishing-dog--cat-classifier-project
Project - Live Demohttps://cat-vs-dog-classifier.streamlit.app/
Day100https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-100-hidden-markov-model-quantum-machine-learning
Medium Article: Understanding Hidden Markov Modelshttps://towardsdatascience.com/hidden-markov-models-explained-698d24aafc95
Day101https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-101-pytorch-exploring-surfacely
DL with Pytorch - Datacamphttps://app.datacamp.com/learn/courses/introduction-to-deep-learning-with-pytorch
Day102https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-102-training-a-neural-network-with-pytorch
DL with Pytorch - Datacamphttps://app.datacamp.com/learn/courses/introduction-to-deep-learning-with-pytorch
Day103https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-103-evaluating-and-improving-models
DL with Pytorch - Datacamphttps://app.datacamp.com/learn/courses/introduction-to-deep-learning-with-pytorch
Day104https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-104-crawling-through-dl-with-pytorch---chapter-1
Deep Learning for Coders -Fast.Aihttps://course.fast.ai/Resources/book.html
, @CampusXhttps://www.youtube.com/playlist?list=PLKnIA16_Rmvboy8bmDCjwNHgTaYH2puK7
Day105https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-105-from-model-to-production--starting
Deep Learning for Coders -Fast.Aihttps://course.fast.ai/Resources/book.html
, @CampusXhttps://www.youtube.com/playlist?list=PLKnIA16_Rmvboy8bmDCjwNHgTaYH2puK7
Day106https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-106-exploring-autograd-and-portfolio-tweaks
Deep Learning for Coders -Fast.Aihttps://course.fast.ai/Resources/book.html
, @CampusXhttps://www.youtube.com/playlist?list=PLKnIA16_Rmvboy8bmDCjwNHgTaYH2puK7
Day107https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-107-refining-portfolio-whole-day
Deep Learning for Coders -Fast.Aihttps://course.fast.ai/Resources/book.html
, @CampusXhttps://www.youtube.com/playlist?list=PLKnIA16_Rmvboy8bmDCjwNHgTaYH2puK7
Day108https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-108-autograd-in-pytorch-deeper-understanding
Deep Learning for Coders -Fast.Aihttps://course.fast.ai/Resources/book.html
, @CampusXhttps://www.youtube.com/playlist?list=PLKnIA16_Rmvboy8bmDCjwNHgTaYH2puK7
Day109https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-109-pytorch-training-pipeline-manual--using-nnmodule
Deep Learning for Coders -Fast.Aihttps://course.fast.ai/Resources/book.html
, @CampusXhttps://www.youtube.com/playlist?list=PLKnIA16_Rmvboy8bmDCjwNHgTaYH2puK7
Day110https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-110-dataset--dataloader-class-in-pytorch
Deep Learning for Coders -Fast.Aihttps://course.fast.ai/Resources/book.html
, @CampusXhttps://www.youtube.com/playlist?list=PLKnIA16_Rmvboy8bmDCjwNHgTaYH2puK7
Day111https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-111-ann-on-fashion-mnist-gelu
Deep Learning for Coders -Fast.Aihttps://course.fast.ai/Resources/book.html
, @CampusXhttps://www.youtube.com/playlist?list=PLKnIA16_Rmvboy8bmDCjwNHgTaYH2puK7
Day112https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-112-ann-on-larger-fmnist-dataset-with-gpulocal-gelusilu-history
Deep Learning for Coders -Fast.Aihttps://course.fast.ai/Resources/book.html
, @CampusXhttps://www.youtube.com/playlist?list=PLKnIA16_Rmvboy8bmDCjwNHgTaYH2puK7
Day113https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-113-optimizing-fmnist-nn-using-dropouts-regularization-and-batch-normalization-in-pytorch
Notebookhttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/08-Practical-Deep-Learning-With-Pytorch/code/day113_fmnist_regularization.ipynb
Day114https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-114-rnns-revisited-karpathys-blog-project-planning
Karpathy Bloghttps://karpathy.github.io/2015/05/21/rnn-effectiveness/
Day115https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-115-classifying-footballers-with-their-eyes---day-1
Project Notebookhttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/10-Projects-Based-ML-DL/01-Image-Classification(guess_the_footballer_by_eyes)/day115.ipynb
Day116https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-116-classifying-footballers-with-their-eyes--day-2
Project Notebookhttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/10-Projects-Based-ML-DL/01-Image-Classification(guess_the_footballer_by_eyes)/day116.ipynb
Day117https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-117-yolo-you-only-look-once
YOLO Paperhttps://arxiv.org/abs/1506.02640
Day118https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-118-lstm-gru--encoder-decoder-architecture
Colah's Bloghttps://colah.github.io/posts/2015-08-Understanding-LSTMs/
Day119https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-119-bahdanau-attention-and-luong-attention
Bahdanau Paperhttps://arxiv.org/abs/1409.0473
Day120https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-120-building-a-seq2seq-chatbot--data-preparation--preprocessing
PyTorch Tutorialhttps://docs.pytorch.org/tutorials/beginner/chatbot_tutorial.html
Day121https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-121-building-a-seq2seq-chatbot---defining-model-encoder-attention-decoder
Notebookhttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/10-Projects-Based-ML-DL/02-Natural-Language-Processing/chatbot.ipynb
Day122https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-122-building-a-seq2seq-chatbot--evaluation--deployment
Live Demohttps://seq2seq-chatbot-samir.streamlit.app
Day123https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-123-transformers--deep-dive-into-attention-and-architecture
Attention Paperhttps://arxiv.org/abs/1706.03762
Day124https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-124-transformers--vitals-understanding-everything
Transformer Guidehttps://towardsdatascience.com/transformers-explained-visually-part-1-overview-of-functionality-95a6dd460452
Day125https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-125-gpt-from-scratch---project-setup
Karpathy's Tutorialhttps://www.youtube.com/watch?v=kCc8FmEb1nY
Day126https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-126-gpt-from-scratch---bigram-language-model
Notebookhttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/11-Foundations-Of-LLMS/GPT-From-Scratch/let-s-build-gpt-from-scratch-in-code-spelled-out.ipynb
Day127https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-127-gpt-from-scratch---self-attention
Notebookhttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/11-Foundations-Of-LLMS/GPT-From-Scratch/let-s-build-gpt-from-scratch-in-code-spelled-out.ipynb
Day128https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-128-gpt-from-scratch---complete-transformer
Notebookhttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/11-Foundations-Of-LLMS/GPT-From-Scratch/let-s-build-gpt-from-scratch-in-code-spelled-out.ipynb
Day129https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-129365-image-captioning--kickoff
Notebookhttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/10-Projects-Based-ML-DL/03-Image-Captioning/image-captioning.ipynb
Day130https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-130365image-captioning-feature-extraction--data-pipeline
Notebookhttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/10-Projects-Based-ML-DL/03-Image-Captioning/image-captioning.ipynb
Day131https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-131365image-captioning-training--deployment
Live Demohttps://image-captioning-samir.streamlit.app
Day131https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-131365image-captioning-training--deployment
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-01-basics-of-linear-algebra
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/01-Supervised-Learning/images/example_of_tensor.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/01-Supervised-Learning/images/3dlinear_transformation.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/01-Supervised-Learning/images/dot_product.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-02-decomposition-derivation-integration-and-gradient-descent
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/01-Supervised-Learning/images/eigenvalue_eigenvector.png
Notes Herehttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#calculus-overview
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/01-Supervised-Learning/images/area_of_circle.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/01-Supervised-Learning/images/integration.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-03-supervised-machine-learning-regression-and-classificaiton
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/01-Supervised-Learning/images/day1_supervisedlearning.gif
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/01-Supervised-Learning/images/Supervised%20Learning.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/01-Supervised-Learning/images/Regression_model.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/01-Supervised-Learning/images/classification_model.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/01-Supervised-Learning/images/classification_model2.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-04-unsupervised-learning-clustering-dimensionality-reduction
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/01-Supervised-Learning/images/day2_supervisedvsunsupervised.gif
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/01-Supervised-Learning/images/clustering.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/01-Supervised-Learning/images/dimensionality_reduction.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-05-univariate-linear-regression
Notebook: Model Representationhttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/01-Supervised-Learning/code/day04_model_representation.ipynb
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/01-Supervised-Learning/images/notes_univariate_linear_regression.jpg
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/01-Supervised-Learning/images/notations_summary.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/01-Supervised-Learning/images/univariate_linear_regression_quiz.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-06-cost-function
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/01-Supervised-Learning/images/costfunction.jpg
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/01-Supervised-Learning/images/visualization_costfunction.png
Notebook: Model Representationhttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/01-Supervised-Learning/code/day04_model_representation.ipynb
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-07-gradient-descent
Notebook: Gradient descenthttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/01-Supervised-Learning/code/day07_gradient-descent-code-from-scratch.ipynb
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/01-Supervised-Learning/images/day4_gradient_descent_parameter_a.gif
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/01-Supervised-Learning/images/gradientdescent.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/01-Supervised-Learning/images/gdnote.jpg
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-08-effect-of-learning-rate-cost-function-and-data-on-gd
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/01-Supervised-Learning/images/learningrate_eg1.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/01-Supervised-Learning/images/learningrate_eg2.png
Notebook: gradient descent animation 3dhttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/01-Supervised-Learning/code/day08_gradient-descent-animation(both-m-and-b).ipynb
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-09-linear-regression-with-multiple-features-vectorization
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/01-Supervised-Learning/images/multifeatureLR.png
Lab1: Vectorizationhttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/01-Supervised-Learning/code/day09_Python_Numpy_Vectorization_Soln.ipynb
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day10-feature-scaling
Lab2: Multiple Variablehttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/01-Supervised-Learning/code/day09_Lab02_Multiple_Variable_Soln.ipynb
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/01-Supervised-Learning/images/notesfeature_scaling.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/01-Supervised-Learning/images/gdforconvergence.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/01-Supervised-Learning/images/choosinglearningrate.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-11-feature-engineering-and-polynomial-regression
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/01-Supervised-Learning/images/notes_featureengineering.jpg
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/01-Supervised-Learning/images/visualizationof_polynomialfunctions.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/01-Supervised-Learning/images/scalingfeatures_complexfunctions.png
Lab1: Feature Scaling and Learning Ratehttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/01-Supervised-Learning/code/day11_Feature_Scaling_and_Learning_Rate_Soln.ipynb
Lab2: Feature Engineering and PolyRegressionhttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/01-Supervised-Learning/code/day11_FeatEng_PolyReg_Soln.ipynb
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-12-linear-regression-using-scikit-learn
https://github.com/paudelsamir/365DaysOfData/blob/main/01-Supervised-Learning/images/LRusingscikitlearn.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/01-Supervised-Learning/images/LRusingscikitlearn.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/01-Supervised-Learning/images/scikitlearn_cleansheet1.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/01-Supervised-Learning/images/scikitlearn_cleansheet2.png
Notebook: ScikitLearn GDhttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/01-Supervised-Learning/code/day12_Sklearn_GD_Soln.ipynb
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-13-classification
Notebook: Graded Labhttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/01-Supervised-Learning/code/day13_Linear_Regression_Lab.ipynb
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/01-Supervised-Learning/images/code-snapshot_GD_LR.png
Notebook: Classification solutionhttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/01-Supervised-Learning/code/day13_Classification_Soln.ipynb
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/01-Supervised-Learning/images/example_of_lr_on_categoricaldata.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-14-logistic-regression-sigmoid-function
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/01-Supervised-Learning/images/day14_egoflogisticrregression.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/01-Supervised-Learning/images/sigmoid_function.png
Notebook: Sigmoid Functionhttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/01-Supervised-Learning/code/day14_Sigmoid_function_Soln.ipynb
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-15-decision-boundary-cost-function
Notebook: Cost Function https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/01-Supervised-Learning/code/day16_Cost_Function_Soln.ipynb
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/01-Supervised-Learning/images/formula_costfunction.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/01-Supervised-Learning/images/day14_15notes.jpg
Notebook: Decision boundaryhttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/01-Supervised-Learning/code/day15_Decision_Boundary_Soln.ipynb
Notebook Logistic Loss https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/01-Supervised-Learning/code/day16_LogisticLoss_Soln.ipynb
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-16-gradient-descent-for-logical-regression
Notebook: Gradient Descent Model implementationhttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/01-Supervised-Learning/code/day16_Gradient_Descent_Soln.ipynb
Notebook: GD with Scikit-learnhttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/01-Supervised-Learning/code/day16_Scikit_Learn_Soln.ipynb
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/01-Supervised-Learning/images/day16_notes_GD.jpg
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/01-Supervised-Learning/images/gdoflogisticregression.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-17-underfitting-overfitting
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/01-Supervised-Learning/images/day17_notes2.jpg
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/01-Supervised-Learning/images/day17_notes1.jpg
Notebook:Overfitting Solution https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/01-Supervised-Learning/code/day17_Overfitting_Soln.ipynb
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/01-Supervised-Learning/images/day17_overfittingexample.png
Notebook:Regularization https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/01-Supervised-Learning/code/day17_regularization.ipynb
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/01-Supervised-Learning/images/day17_regularizatiom.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-18-neurons-layer-neural-netowrk-forward-propagation
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day18_NeuralNetowkr.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day18_single_neuroninaction.gif
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day18_Layers.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-19-forward-propagation
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day19_notes1.jpg
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day19_notes2.jpg
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day19_matrixrepn.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day19_UnderstandingNN.gif
Notebook: Neurons and Layershttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/code/day19_Neurons_and_Layers.ipynb
Notebook: A small Neural Netowrk using tensoflowhttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/code/day19_NN_CoffeeRoasting_TF.ipynb
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-20-python-implementation-from-scratch
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day20_modelaccuracies.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day_20_comparisonforwardvsbackward.png
Notebook: Building Modelshttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/code/day20_BuildingForwardPropagation.ipynb
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-21-vectorization-model-training
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day21_testaccuracy.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day21_trainingNNwithtenserflow.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day21_notes.jpg
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-22-activation-functions-softmax
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#activation-functions
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day22_eg_multiclassclassn.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day22_logisticvssoftmax.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day22_notes1.jpg
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day22_notes2.jpg
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-23-implementation-of-softmax-regression
Notebook: Softmax/Multinomial in Iris dataset- Multilabelhttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/code/day23_softmax_demo.ipynb
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day23_roundofferrors.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-24-backpropagation---what-and-how-
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day24_backpropagation_example.png
Notebook: Backprophttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/code/day25_Backprop.ipynb
pdf- How to implement??https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/backpropagation_how.pdf
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day24_notes.jpg
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#-1
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-25-backpropagation---why-advices-for-applying-machine-learning
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day25_notes.jpg
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-26-model-selection-and-trainingcross-validationtest-sets-bias-and-variance
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day26_predictionvslabel.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day26_errors_inMNIST.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day26_biasandvar_as_regularization.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day26_debugging_learningalgo.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day26_notes.jpg
Notebook: Practice Lab: Neural Networks for Handwritten Digit Recognition, Multiclasshttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/code/day25_NN_multiclass_mnist.ipynb
Notebook: Diagnosing Bias and Variancehttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/code/day26_Diagnosing_Bias_and_Variance.ipynb
Notebook: Model Evaluation and selectionhttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/code/day26_Model_Evaluation_and_Selection.ipynb
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-27-machine-learning-development-process-ml-workflow
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day27_fullMLworkflow.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day27_model_deployment.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day27_notes.jpg
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-28-machine-learning-model-error-analysis-and-transfer-learning
Notebook: Code Implementation from Scratchhttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/code/day28_implementation.ipynb
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day28_confusion_matrix_mnist_first.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day28_error_reduction_with_tuning.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day28_model_accuracy_beforeandafter.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day28_transfer_learningimage.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-29-error-metrices-encoding-of-categorical-data-transoformers
Notebook: Lab week 3: Improving Model https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/code/day29_improvingML_models.ipynb
Notebook: Error Metrics https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/code/day29_error_metrics.ipynb
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#precision-vs-recall-trade-off
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#encoding-of-categoriical-data
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#types-of-transformers
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-30-scikit-learn-pipelines--ridge-regression-l2-regularization
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#key-understanding-of-ridge-regression
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day30_howcoeff_effected.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day30_higher_coeff_effected_more.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day30_impacton_biasvariance.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day30_effectonlossfunction.png
https://camo.githubusercontent.com/cfaf70cb3528c9d7b65b87631dfce3a4212514abb6ea5ddd7f1f19b34fac9b9e/68747470733a2f2f6578706c61696e65642e61692f726567756c6172697a6174696f6e2f696d616765732f6c616772616e67652d616e696d6174696f6e2e676966
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day30_notes1.jpg
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day30_notes2.jpg
Notebook: Key Understandings of ridge Regressionhttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/code/day30_visualizing_ridgeregression_key_understanding.ipynb
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-31-lasso-regression-l1-regularization-elastic-net-regularization
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#lasso-regression
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day31_howcoeffafected.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day31_higher_coeff.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day31_biasandvariance.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day31_effectofregularizationon_costfunction.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#elastic-net-regularization
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day31elasticvsridgevslasso.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day31_notes.jpg
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-32-decision-tree-entropy-and-information-gain
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day32_decisiontree.gif
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day32_notes.jpg
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-33-hyperparameters-of-dt-with-sclearn-regression-trees
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day33_notes.jpg
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day33_dt_code.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day33_dt_output.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-34-visualization-using-dtreeviz-ensemble-learning-overview
Notebook: Visualization of Decision Tree Officialhttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/code/day34_dtreeviz_sklearn_visualisations.ipynb
Notebook: Visualization of Decision Tree https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/code/day34_dtreeviz_sklearn_pipeline_visualisations.ipynb
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day34_bagging-boosting-stacking.webp
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day34_notes.jpg
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-35-voting-ensemble--classification-and-regression
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day35_Voting.jpg
Notebook: voting Classifierhttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/code/day35_votingClassifier.ipynb
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#classification
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day35_hard_voting.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day35_soft_voting.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#regression
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day35_voting_regressor.png
linkhttps://votingclassifier.streamlit.app/
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-36-bagging-ensemble--classification-and-regression
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day36_bagging.gif
Notebook: Bagging Intutionhttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/code/day36_bagging_demo.ipynb
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#classification-1
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day36_baggingclassifier.webp
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#regression-1
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day36_baggingregressor.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-37-random-forest-intution-working-and-difference-with-bagging-random-forest-hyperparameters
Notebook Random Foresthttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/code/day37_RandomForest.ipynb
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#random-forest-vs-bagging
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day37_notes.jpg
Notebook: Random forest Vs bagginghttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/code/day37_randomForestVsBagging.ipynb
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#random-forest-hyperparameters
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-38-boosting-ensemble-adaboost-boosting
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day38_boosting.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day38_notes.jpg
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#adaboost-exploration
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day38_adaboostfromscratch.gif
Notebook: Adaboost Implementationhttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/code/day38_adaboost_from_scratch.ipynb
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-39-understanding-gradientboosting-with-regression
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day39_gradient_boost_algorithm.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day39_gradient_boosting.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day39_adaboost_vs_gradientboost.jpg
Notebook: gradient boosting regressor using scikit learnhttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/code/day39_gradient_boosting_regressor.ipynb
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#gradient-boosting-variations
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day39_notes.jpg
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-40-gradient-boosting-with-classification
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#overview
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#algorithm
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#loss-function
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day40_notes.jpg
Notebook: Gradient Boosting Classificationhttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/code/day40_gradient_boosting_classification.ipynb
Blog Linkhttps://towardsdatascience.com/all-you-need-to-know-about-gradient-boosting-algorithm-part-2-classification-d3ed8f56541e
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day40_geometric_intution1.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day40_geometric_intution2.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-41-variations-of-gradient-boosting-xgboost---introduction
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#xgboost
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day41_xgboost_overview.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day41_benchmarkPerformance.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-42-xgboost-for-regression-and-classification-catboost-vs-xgboost-vs-lightgbm
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day42_notes1.jpg
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day42_notes2.jpg
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day42_notes3.jpg
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#catboost-vs-lightgbm-vs-xgboost
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day42_catboostVsLightGbmvsXGboost.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-43-stacking-ensemble-understanding-blending-and-k-fold-methods
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day43_notes.jpg
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day43_notes2.jpg
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#hyperparameters-tuning
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day43_hyperparameter_and_models.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#1-manual-tuning
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#2-grid-search
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#3-random-search
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#4-bayesian-optimization
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#5-evolutionary-algorithms
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#6-automated-tools
Link to the blogposthttps://www.analytixlabs.co.in/blog/what-are-hyperparameters/#What_is_a_Hyperparameter
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-44-k-nearest-neighbor-coding-knn-from-scratch-and-applying-on-different-datasets
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#step-by-step-workflow
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#3-choosing-the-right-k
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day44_fitting.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day44_overfits.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day44_KNNclass.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day44_california_house_prediction_hyperparam_tuuning.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day44_notes.jpg
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-45-support-vector-machines
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day45_svm.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day45_notes.jpg
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-46-k-means-clustering-dbscan
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#k-means-centeroid-based
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#algorithm-steps
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/images/day46_Kmeans_algo.gif
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#applications
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#choosing-the-optimal-k
Notebook: K-Means clustering Demohttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/02-Advanced-Learning-Algorithms/code/day46_kmeans-clustering-demo.ipynb
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#dbscan-density-based-clustering
Visualize: DBSCAN herehttps://www.naftaliharris.com/blog/visualizing-dbscan-clustering/
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/03-Unsupervised-Learning-And-Reinforcement-Learning/images/day46_whyDBSCAN.png
Notebook: DBSCAN demohttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/03-Unsupervised-Learning-And-Reinforcement-Learning/code/day46_dbscan_demo.ipynb
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/03-Unsupervised-Learning-And-Reinforcement-Learning/images/day46_corebordernoise.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#steps
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#when-to-use
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/03-Unsupervised-Learning-And-Reinforcement-Learning/images/day46_dbscan_vs_kmeans.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-47-hierarchical-clustering-silhouette-score
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#hierarchical-clustering
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/03-Unsupervised-Learning-And-Reinforcement-Learning/images/day47_hierarchcal.gif
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#agglomerative-clustering-steps
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#linkage-criteria
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/03-Unsupervised-Learning-And-Reinforcement-Learning/images/day47_linkage_criteria.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#silhouette-score
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/03-Unsupervised-Learning-And-Reinforcement-Learning/images/day47_silhouettescore.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/03-Unsupervised-Learning-And-Reinforcement-Learning/images/day47_notes.jpg
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-48-dimensionality-reduction
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/03-Unsupervised-Learning-And-Reinforcement-Learning/images/day48_hierarchy_DR.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/03-Unsupervised-Learning-And-Reinforcement-Learning/images/day48_feature_selection.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/03-Unsupervised-Learning-And-Reinforcement-Learning/images/day48_dimensionality_reduction_of_data.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/03-Unsupervised-Learning-And-Reinforcement-Learning/images/day48_curseofdimensionality.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/03-Unsupervised-Learning-And-Reinforcement-Learning/images/day48_notes.jpg
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#-2
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-49-pca-principle-component-analysis-implementing-with-mnist-dataset
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/03-Unsupervised-Learning-And-Reinforcement-Learning/images/day49_PCA_Projection_Illustration.gif
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#key-concepts
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#steps-
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/03-Unsupervised-Learning-And-Reinforcement-Learning/images/day49_steps_pca.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/03-Unsupervised-Learning-And-Reinforcement-Learning/images/day49_choosing_best_pc.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/03-Unsupervised-Learning-And-Reinforcement-Learning/images/day49_notes.jpg
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#visualizing-mnist-dataset-on-2d-and-3d
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/03-Unsupervised-Learning-And-Reinforcement-Learning/images/day49_mnist_dataset_2d.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/03-Unsupervised-Learning-And-Reinforcement-Learning/images/day49_mnist_dataset_3d.png
Notebook: Applying PCA on MNIST datasethttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/03-Unsupervised-Learning-And-Reinforcement-Learning/code/day49_pca_on_mnist.ipynb
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-50-visualizing-and-comparing-pca-t-sne-umap-and-lda--revision-with-the-course-ml-specialization
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#final-thoughts
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/03-Unsupervised-Learning-And-Reinforcement-Learning/images/day50_t-SNE_visuals.gif
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#comparisons
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/03-Unsupervised-Learning-And-Reinforcement-Learning/images/day50_comparisions_pcs_tsne_umap_lda.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#resources-1
Notebook: 3D Visualizations of PCA, t-SNE, UMAP, LDAhttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/03-Unsupervised-Learning-And-Reinforcement-Learning/code/day50_pca_tsne_umap_lda_visualization.ipynb
Article: Dimensionality Reduction for Data Visualization: PCA vs t-SNE vs UMAPhttps://medium.com/towards-data-science/dimensionality-reduction-for-data-visualization-pca-vs-tsne-vs-umap-be4aa7b1cb29
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#comparison-of-results-on-mnist
Notebook: Lab Assignmenthttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/03-Unsupervised-Learning-And-Reinforcement-Learning/code/day50_C3_W1_KMeans_Assignment.ipynb
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-51-anomaly-detection
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#what-is-anomaly-detection
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/03-Unsupervised-Learning-And-Reinforcement-Learning/images/day51_anomaly_detection_example.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#approaches-for-anomaly-detection
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/03-Unsupervised-Learning-And-Reinforcement-Learning/images/day51_gaussian_distribution.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#evaluation-metrics
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#choose-algorithm
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#notes
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/03-Unsupervised-Learning-And-Reinforcement-Learning/images/day51_density_estimation.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/03-Unsupervised-Learning-And-Reinforcement-Learning/images/day51_classified_anomalies.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-52-collaborative-filtering
https://medium.com/@ashmi_banerjee/understanding-collaborative-filtering-f1f496c673fdhttps://medium.com/@ashmi_banerjee/understanding-collaborative-filtering-f1f496c673fd
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#making-recommendations
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/03-Unsupervised-Learning-And-Reinforcement-Learning/images/day52_userbased_itembased.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/03-Unsupervised-Learning-And-Reinforcement-Learning/images/day52_LossFuncitonin_CF.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#mean-normalization
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#collaborative-filtering-vs-content-based-filtering
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/03-Unsupervised-Learning-And-Reinforcement-Learning/images/day52_differencces.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-53-project--football-players-market-value-prediction---introduction-and-planning
Youla Sozenhttps://github.com/youlasozen/predicting-the-Market-Value-of-Footballers
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#project-plan
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/04-Building-Footballer-Valuation-Model-From-Scratch/images/project_plan.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#tips-for-the-project-crafted-with-deepseek
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/04-Building-Footballer-Valuation-Model-From-Scratch/images/Tips%20for%20the%20project.jpg
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-54-project--football-players-market-value-prediction---collecting-data-scraping
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/04-Building-Footballer-Valuation-Model-From-Scratch/images/day54_sofifa_mainpage.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/04-Building-Footballer-Valuation-Model-From-Scratch/images/day54_data_scraping.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/04-Building-Footballer-Valuation-Model-From-Scratch/images/day54_data_cleaning_plan.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-55-project--football-players-market-value-prediction---cleaning-data
Notebook: Data Cleaninghttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/04-Building-Footballer-Valuation-Model-From-Scratch/notebooks/cleaning.ipynb
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/04-Building-Footballer-Valuation-Model-From-Scratch/images/day55_data_cleaning.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-56-project--football-players-market-value-prediction---eda
Notebook: EDA (With Complete Documentation)https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/04-Building-Footballer-Valuation-Model-From-Scratch/notebooks/eda.ipynb
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#overall-dataset-insights
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/04-Building-Footballer-Valuation-Model-From-Scratch/images/day56_top10valueableplayers.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/04-Building-Footballer-Valuation-Model-From-Scratch/images/day56_market_value_with_position.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/04-Building-Footballer-Valuation-Model-From-Scratch/images/day56_correlation_attributes_marketValue.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/04-Building-Footballer-Valuation-Model-From-Scratch/images/day56_dist_of_marketvalue.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/04-Building-Footballer-Valuation-Model-From-Scratch/images/day56_value_age_potential.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#player-attributes-vs-market-value
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/04-Building-Footballer-Valuation-Model-From-Scratch/images/day56_overall_rating_vs_market_value.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/04-Building-Footballer-Valuation-Model-From-Scratch/images/day56_marketvaleue_with_reaction_deribling.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/04-Building-Footballer-Valuation-Model-From-Scratch/images/day56_strength_vs_marketvalue.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#position-specific-insights
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/04-Building-Footballer-Valuation-Model-From-Scratch/images/day56_position_specific_insights.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/04-Building-Footballer-Valuation-Model-From-Scratch/images/day56_goalkeeper.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#contract--transfer-market-impact
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/04-Building-Footballer-Valuation-Model-From-Scratch/images/day56_contract_end_year.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-57-project--football-players-market-value-prediction---feature-engineering-creating-features-transforming-features
Notebook: Creating and Transforming Featureshttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/04-Building-Footballer-Valuation-Model-From-Scratch/notebooks/feature_engineering.ipynb
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/04-Building-Footballer-Valuation-Model-From-Scratch/images/day57_pairplot_for_important_relationship.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/04-Building-Footballer-Valuation-Model-From-Scratch/images/day57_scores_fe.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-58-project--football-players-market-value-prediction---ml--linear-regression-with-refined-features-and-deploying-with-streamlit
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/04-Building-Footballer-Valuation-Model-From-Scratch/images/day58_fun.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/04-Building-Footballer-Valuation-Model-From-Scratch/images/day58_pairplots.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/04-Building-Footballer-Valuation-Model-From-Scratch/images/day58_r2score.png
https://www.linkedin.com/posts/paudelsamir_day-58365-linear-regression-with-refined-activity-7294398498777501697-2vWi?utm_source=share&utm_medium=member_desktophttps://www.linkedin.com/posts/paudelsamir_day-58365-linear-regression-with-refined-activity-7294398498777501697-2vWi?utm_source=share&utm_medium=member_desktop
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-59-project--football-players-market-value-prediction---complete-streamlit-setup-for-our-first-model---linear-regression
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/04-Building-Footballer-Valuation-Model-From-Scratch/images/day59_kdb_real.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/04-Building-Footballer-Valuation-Model-From-Scratch/images/day59_kdb_predicted.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/04-Building-Footballer-Valuation-Model-From-Scratch/images/day59_lamine_real.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/04-Building-Footballer-Valuation-Model-From-Scratch/images/day59_yamal_predicted.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/04-Building-Footballer-Valuation-Model-From-Scratch/images/day59_oblak_real.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/04-Building-Footballer-Valuation-Model-From-Scratch/images/day59_oblak_predicted.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-60-project--football-players-market-value-prediction---testing-ridge-lasso-and-decision-trees
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/04-Building-Footballer-Valuation-Model-From-Scratch/images/day60_applying_pca_with_40features.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/04-Building-Footballer-Valuation-Model-From-Scratch/images/day60_Ridge_regression.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/04-Building-Footballer-Valuation-Model-From-Scratch/images/day60_lasso_regression.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/04-Building-Footballer-Valuation-Model-From-Scratch/images/day60_decision_tree_regressor.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/04-Building-Footballer-Valuation-Model-From-Scratch/images/day60_gridsearchcv_dt.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/04-Building-Footballer-Valuation-Model-From-Scratch/images/day60_decision_tree_insights.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/04-Building-Footballer-Valuation-Model-From-Scratch/images/day60_fun.png
Notebook: Experimentation 1https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/04-Building-Footballer-Valuation-Model-From-Scratch/notebooks/experimentation_1.ipynb
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-61-project--football-players-market-value-prediction--had-to-hit-reset-from-feature-engineering
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/04-Building-Footballer-Valuation-Model-From-Scratch/images/day61_context.webp
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-62-project--football-players-market-value-prediction---finalizing-project-and-deploying-it
https://paudelsamir.streamlit.app/https://paudelsamir.streamlit.app/
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/04-Building-Footballer-Valuation-Model-From-Scratch/images/day61_actual_vs_predicted.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/04-Building-Footballer-Valuation-Model-From-Scratch/images/day61_feature_importance.png
https://github.com/paudelsamir/ML-Based-Football-Players-Market-Value-Predictionhttps://github.com/paudelsamir/ML-Based-Football-Players-Market-Value-Prediction
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-63-content-based-movie-recommender-system---preprocessing
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/04-Building-Footballer-Valuation-Model-From-Scratch/images/day63_notes.jpg
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-64-content-based-movie-recommender-system---building-and-deployment
https://lnkd.in/d7R3Wsnkhttps://lnkd.in/d7R3Wsnk
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-65-diving-into-deep-learning
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day65_notes1.jpg
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day65_notes2.jpg
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day66_Types-of-Neural-Networks.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-66-perceptrons
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day66_notes.jpg
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day66_perceptron_scratch.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#visuals
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day66_data.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day66_after_perceptron_training.png
https://arxiv.org/pdf/2205.02302https://arxiv.org/pdf/2205.02302
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-67-perceptron-loss-function-and-gradient-descent
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day67_train_perceptron.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day67_Gradient_Descent_Animation.gif
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day67_notes.jpg
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-68-multilayer-perceptron
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day68_xor.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day68_multilayer_nn.gif
https://playground.tensorflow.org/https://playground.tensorflow.org/
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#batch-and-gradient-descent
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day68_batch_size.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day68_notes.jpg
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-69-mlp-notation-forward-propagation
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day69_notes.jpg
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day69_bonus_imageprocessing.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-70-loss-functions-for-deep-learning
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day70_regression.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day70_binary_crosss.jpg
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day70_categorical.jpg
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day70_hinge_loss.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day70_notes1.jpg
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day70_notes2.jpg
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-71-deep-diving-backpropagation
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day71_notes1.jpg
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day71_notes2.jpg
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-72-implementing-backpropagation-for-regression
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day72_sample_data.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day72_final_weights_python.png
Notebook: Backpropagation Regressionhttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/code/day72_backpropagation_regression.ipynb
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day72_regression_keras.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day72_final_weights_keras.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-73-implementing-backpropagation-for-classification
implementation backprop classificationhttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/code/day73_backpropagation_classification.ipynb
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#notebook-implementation-backprop-classification
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day73_sample_data.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day73_final_params.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day73_functionPto_update_parameter.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day73_code_in_tensorflow.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-74-revising-old-days-memoization
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day74_notes1.jpg
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day74_notes2.jpg
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-75-vanishing-gradient-exploding-gradient
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day75_gradients_problems.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#how-to-handle-vgd-problem
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day75_using_sigmoid.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day75_using_relu_insteadof_sigmoid.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day75_old_vs_new_weights.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-76-implementing-artificial-neural-networks-ann-for-different-datasets
Notebook: GRE predictionhttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/code/day76_gre_prediction.ipynb
Notebook: MNIST Classificationhttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/code/day76_mnist_classification.ipynb
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day76_mnist_training_30epochs.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day76_mnist_model_summary.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day76_mnist_prediction.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day76_gre_dataset_sample.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day76_gre_training_100epochs.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day76_gre_model_summary.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day76_gre_model_accuracy.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-77-improving-neural-networks
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day77_notes.jpg
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#fine-tuning-neural-network-hyperparameters
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day77_activation_function.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#problem-solving-strategies
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#transfer-learning
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day77_transfer_learning.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day77_how_tl_works.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-78-sequence-modeling--rnns---just-overview
MIT 6.S191: Introduction to Deep Learninghttps://www.youtube.com/playlist?list=PLtBw6njQRU-rwp5__7C0oIVt26ZgjG9NI
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day78_notes.jpg
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day78_note2.jpg
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day78_rnnfromscratch.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day78_rnn_implement_intf.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-79-transformers--attention---just-overview
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day79_notes.jpg
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day79_transofrmer.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day79_encoder_decoder_parts.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-80-cnns---just-overview-part-1
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#what-computers-see
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day80_what_computers_see.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#feature-extraction--convolution
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day80_cnn_filters.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day80_edge_detection.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#cnn-architecture
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day80_cnn_arch.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#object-detection
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day80_yolovsrcnn.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#self-driving-cars
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day80_Self-driving-car-simulator-deepdrive.webp
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day80_self_driving_cars.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-81-cnns---just-overview-part-2
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day81_notes.jpg
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-82-deep-generative-modeling---just-overview
https://www.youtube.com/watch?v=Dmm4UG-6jxA&t=3242shttps://www.youtube.com/watch?v=Dmm4UG-6jxA&t=3242s
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#generative-models-what-they-do
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day82_generative_discriminative.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#latent-variable-models-finding-the-hidden-structure
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day82_latent_variable.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#generative-adversarial-networks-gans-competition-makes-better-results
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day82_gan_discriminator.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day82_vae_encoder_decpder.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#regularization--structure-in-vaes
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day82_vae_summary.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#applications-beyond-images
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#diffusion-models-a-new-generative-powerhouse
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day82_diffusion_model.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-83-reinforcement-learning---just-overview
https://www.youtube.com/watch?v=8JVRbHAVCws&t=3242shttps://www.youtube.com/watch?v=8JVRbHAVCws&t=3242s
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day83_downsides_q_learning.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day83_deepq_network.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day83_vista.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day83_alphago.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day83_policy_learning.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day83_policy_gradient_training.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day83_summary.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day83_nnotes.jpg
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-84-deep-learning-challenges--new-frontiers---just-overvview
https://www.youtube.com/watch?v=N1fbskTpwZ0&t=3021shttps://www.youtube.com/watch?v=N1fbskTpwZ0&t=3021s
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day84_ai_hype.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day84_NN_limitations.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day84_uncertainty_dl.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day84_deeplearning_alchemy.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day84_algorithmic_biases.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#generative-ai--diffusion-models
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day84_diffusion.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#large-language-models-llms
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day84_llms.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-85--early-stopping-normalizing-inputs-dropout
Notebook: Dropout on Regressionhttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/code/day85_dropout_regression.ipynb
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day85_regression_nodropoutvsdropout.png
Notebook: Dropout on Classificationhttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/code/day85_dropout_classification.ipynb
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day85_dropout_vs_nodropout.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-86-regularization-quantization
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day86_notes.jpg
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day86_regularization_techniques.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day86_l1andl2regularization.png
Notebook: without Regularization vs Applying Regularization https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/code/day86_regularization.ipynb
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day86_withoutl2_vs_withl2.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#quantization
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day86_quantization.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-87---activation-functions---revisited
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day87_notes1.jpg
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day87_notes2.jpg
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day87_activation_functions.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-88-weight-initialization
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day88_zeros_initialization.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day88_xavier_initialization.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day88_he_normal_initialization.png
Notebook: Weight Initializationhttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/code/day87_weight_initialization.ipynb
Notebook: Xavier and He initializationhttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/code/day87_xavier_and_he_init.ipynb
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day88_notes.jpg
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day88_notes2.jpg
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-89-deeep-learning-optimizers
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day89_batch_gd.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day89_momentum.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day89_nag.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day89_adagrad.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day89_rmsprop.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day89_adam.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day89_overall.gif
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day89_notes1.jpg
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day89_notes2.jpg
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day89_notes3.jpg
https://emiliendupont.github.io/2018/01/24/optimization-visualization/https://emiliendupont.github.io/2018/01/24/optimization-visualization/
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-90-keras-tuner
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day90_applying_keras_tuner.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day90_best_hyperparams.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day90_best_val_accuracy_after_tuning.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/05-Artificial-Neural-Network-And-Improvement/images/day90_final_no_overfitting.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-91-deep-diving-into-cnns
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/06-Convolutional-Neural-Network/images/face_detection.png
Notebook:Trying OpenCV for the first timehttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/06-Convolutional-Neural-Network/code/day91_opencv_forthe_firsttime.ipynb
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/06-Convolutional-Neural-Network/images/girl.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/06-Convolutional-Neural-Network/images/day91_notes.jpg
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#architectures
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#plan-after-architecture
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-92-understanding-paddings-and-strides
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/06-Convolutional-Neural-Network/images/day92_conv_of_grayscale.gif
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/06-Convolutional-Neural-Network/images/day92_conv_of_rgb.gif
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/06-Convolutional-Neural-Network/images/day92_after_applying_padding.gif
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/06-Convolutional-Neural-Network/images/day92_stride_two.gif
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#pooling
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/06-Convolutional-Neural-Network/images/day92_pooling.webp
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-93-backpropagation-in-cnns-a-quick-breakdown
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/06-Convolutional-Neural-Network/images/day93_notes1.jpg
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/06-Convolutional-Neural-Network/images/day93_notes2.jpg
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-94-lenet5-cat-vs-dog-classification
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/06-Convolutional-Neural-Network/images/day95_summary.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/06-Convolutional-Neural-Network/images/day95_first_layer.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/06-Convolutional-Neural-Network/images/day95_second_layer.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/06-Convolutional-Neural-Network/images/day95_third_layer.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/06-Convolutional-Neural-Network/images/day95_4th_layer.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/06-Convolutional-Neural-Network/images/day95_fifth_layer.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/06-Convolutional-Neural-Network/images/day95_sixth_layer.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/06-Convolutional-Neural-Network/images/day95_outputlayer.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-95-gpu-slow-than-cpu---well-in-my-case
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/06-Convolutional-Neural-Network/images/day95_with_gpu.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/06-Convolutional-Neural-Network/images/day95_with_cpu.png
Notebook: CPUhttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/06-Convolutional-Neural-Network/code/day95_cpu.ipynb
Notebook: GPUhttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/06-Convolutional-Neural-Network/code/day95_gpu.ipynb
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-96-data-augmentation-pretrained-models
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/06-Convolutional-Neural-Network/images/day96_data_augmentationon_cat.png
Notebook: data augmentation on cifar10 froghttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/06-Convolutional-Neural-Network/code/day96_data_augmentation_cifar.ipynb
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#pretrained-models-in-cnn
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/06-Convolutional-Neural-Network/images/day96_notes.jpg
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/06-Convolutional-Neural-Network/images/day96_alexnet.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/06-Convolutional-Neural-Network/images/day96_alexnet_summary.png
PaperLink: ImageNet Classification with Deep Convolutional Neural Networkshttps://proceedings.neurips.cc/paper/2012/file/c399862d3b9d6b76c8436e924a68c45b-Paper.pdf
Medium Article on alexnethttps://medium.com/@siddheshb008/alexnet-architecture-explained-b6240c528bd5
https://keras.io/api/applications/https://keras.io/api/applications/
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/06-Convolutional-Neural-Network/images/day96_keras_pretrained_models.png
Notebook: Pretrained Model Testinghttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/06-Convolutional-Neural-Network/code/day96_pretrainedmodels_testing.ipynb
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/06-Convolutional-Neural-Network/images/day96_resnet_vgnet_predictions.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-97-visualizing-convolutional-layers-transfer-learning
https://machinelearningmastery.com/how-to-visualize-filters-and-feature-maps-in-convolutional-neural-networks/https://machinelearningmastery.com/how-to-visualize-filters-and-feature-maps-in-convolutional-neural-networks/
Notebook: visualizing Layers with elephant imagehttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/06-Convolutional-Neural-Network%5Ccode%5Cday97_visualizing_cnns.ipynb
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/06-Convolutional-Neural-Network/images/day97_notes.jpg
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#transfer-learning-1
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/06-Convolutional-Neural-Network/images/day97_drivers.png
https://www.tensorflow.org/tutorials/images/transfer_learninghttps://www.tensorflow.org/tutorials/images/transfer_learning
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-98-keras-functional-api
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#how-to-use-keras-functional-api-for-deep-learning
https://machinelearningmastery.com/keras-functional-api-deep-learning/https://machinelearningmastery.com/keras-functional-api-deep-learning/
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#2-transition-to-functional-api
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/06-Convolutional-Neural-Network/images/day98_sequential_vs_functional.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/06-Convolutional-Neural-Network/images/day98_functional_model.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/06-Convolutional-Neural-Network/images/day98_scenarios.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/06-Convolutional-Neural-Network/images/day98_summary_concepts.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-99-finishing-dog--cat-classifier-project
https://cat-vs-dog-classifier.streamlit.app/https://cat-vs-dog-classifier.streamlit.app/
https://github.com/paudelsamir/cat-vs-dog-classifierhttps://github.com/paudelsamir/cat-vs-dog-classifier
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-100-hidden-markov-model-quantum-machine-learning
Mediumhttps://medium.com/@paudelsamir/hidden-markov-models-quantum-computing-in-machine-learning-ca5e166f934f
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#hidden-markov-models-understanding-sequential-data
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#how-does-it-work
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#quantum-computing-in-machine-learning-a-new-frontier
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#the-quantum-edge
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#real-world-applications-qml-at-the-forefront
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#wrapping-up-the-future-of-ai-and-data-science
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#-resources
Hidden Markov Model Explanation – YouTubehttps://www.youtube.com/watch?v=fX5bYmnHqqE&t=631s
Intro to Quantum Machine Learning – YouTubehttps://www.youtube.com/watch?v=prZMpThbU3E
Hidden Markov Model (HMM) – Towards Data Sciencehttps://towardsdatascience.com/hidden-markov-model-hmm-simple-explanation-in-high-level-b8722fa1a0d5/
What is Quantum Machine Learning (QML)? – Mediumhttps://medium.com/be-tech-with-santander/what-is-quantum-machine-learning-qml-1960c83425f4
Quantum Machine Learning Repository – GitHubhttps://github.com/jjprietotorres/QuantumML
HMM Applications – Tanmay Binaykiyahttps://tanmaybinaykiya.github.io/hmm-applications
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-101-pytorch-exploring-surfacely
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/08-Practical-Deep-Learning-With-Pytorch/images/day101_module1.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/08-Practical-Deep-Learning-With-Pytorch/images/day101_module2.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#neural-network-architecture-and-hyperparameters
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-102-training-a-neural-network-with-pytorch
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/08-Practical-Deep-Learning-With-Pytorch/images/day102_module1.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#loading-data-in-pytorch
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#training-loop
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#mse-loss
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#relu--leaky-relu
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#activation-functions-1
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#learning-rate--momentum
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#experimenting-with-lr--momentum
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-103-evaluating-and-improving-models
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/08-Practical-Deep-Learning-With-Pytorch/images/day103_finished.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-104-crawling-through-dl-with-pytorch---chapter-1
https://lnkd.in/di_Ehsbqhttps://lnkd.in/di_Ehsbq
Code Part Here >>>https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/08-Practical-Deep-Learning-With-Pytorch/code/day104_tensors_implementation.ipynb
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/08-Practical-Deep-Learning-With-Pytorch/images/day104_chapter1_book.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/08-Practical-Deep-Learning-With-Pytorch/images/day104_datablocks_api.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/08-Practical-Deep-Learning-With-Pytorch/images/day104_ml_model_at_high_level.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/08-Practical-Deep-Learning-With-Pytorch/images/day104_myths.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/08-Practical-Deep-Learning-With-Pytorch/images/day104_tensors.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#representational-images
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-105-from-model-to-production--starting
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/08-Practical-Deep-Learning-With-Pytorch/images/day105_autograd.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/08-Practical-Deep-Learning-With-Pytorch/images/day105_ch2.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#representational-images-1
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-106-exploring-autograd-and-portfolio-tweaks
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/08-Practical-Deep-Learning-With-Pytorch/images/day106_autograd_nn.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/08-Practical-Deep-Learning-With-Pytorch/images/day106_data_to_dataloaders.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#-3
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-107-refining-portfolio-whole-day
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-108-autograd-in-pytorch--deeper-understanding
Notebook: autograd implementationhttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/08-Practical-Deep-Learning-With-Pytorch/code/day107_autograd.ipynb
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/08-Practical-Deep-Learning-With-Pytorch/images/day108_lesson2.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/08-Practical-Deep-Learning-With-Pytorch/images/day108_loss_vs_metric.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-109-pytorch-training-pipeline-manual--using-nnmodule
Code Implementattion: Manualhttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/08-Practical-Deep-Learning-With-Pytorch/code/day109_pytorch_training_pipeline.ipynb
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/08-Practical-Deep-Learning-With-Pytorch/images/day109_training_pypeline_manual.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#key-components-of-torchnn-in-pytorch
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/08-Practical-Deep-Learning-With-Pytorch/images/day109_training_pipeline_auto.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-110-dataset--dataloader-class-in-pytorch
Notebook: Dataloader Implementation and Improving our Previous Modelhttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/08-Practical-Deep-Learning-With-Pytorch/code/day110_dataloader.ipynb
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/08-Practical-Deep-Learning-With-Pytorch/images/day110_dataloader.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/08-Practical-Deep-Learning-With-Pytorch/images/day110_dataloader_on_breast_cancer.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#training-on-our-breast-cancer-dataset-using-dataloader-improving-from-52-to-95-percent-accuracy
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-111-ann-on-fashion-mnist-gelu
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/08-Practical-Deep-Learning-With-Pytorch/images/day111_ann_pytorch.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/08-Practical-Deep-Learning-With-Pytorch/images/day111_GELU.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#activation-functions-like-relu-and-tanh-are-common-but-gelu-provides-a-smooth-approximation-to-relu-while-incorporating-probabilistic-properties
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-112-ann-on-larger-fmnist-dataset-with-gpulocal-gelusilu-history
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/08-Practical-Deep-Learning-With-Pytorch/images/day112_gpu_training.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/08-Practical-Deep-Learning-With-Pytorch/images/day112_GELU_SiLU.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/08-Practical-Deep-Learning-With-Pytorch/images/day112_gelu.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#summary
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-113-optimizing-fmnist-nn-using-dropouts-regularization-and-batch-normalization-in-pytorch
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/08-Practical-Deep-Learning-With-Pytorch/images/day113_able_to_achieve_81_on_training.png
Andrew Nghttps://youtube.com/watch?v=733m6qBH-jI&t=3196s
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/08-Practical-Deep-Learning-With-Pytorch/images/day113_how.jpg
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/08-Practical-Deep-Learning-With-Pytorch/images/day113_why.jpg
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#-
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-114-rnns-revisited-karpathys-blog-project-planning
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/07-RNNs-The-Transition-Checkpoint/day114_akblog.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/07-RNNs-The-Transition-Checkpoint/day114_karpathy_rnns.png
https://github.com/lilianweng/stock-rnnhttps://github.com/lilianweng/stock-rnn
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-115-classifying-footballers-with-their-eyes---day-1
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/10-Projects-Based-ML-DL/01-Image-Classification/day115.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/10-Projects-Based-ML-DL/01-Image-Classification/day115i.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#--1
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-116-classifying-footballers-with-their-eyes--day-2
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/10-Projects-Based-ML-DL/01-Image-Classification/day116_demo.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-117-yolo-you-only-look-once
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/09-State-of-the-Art-DL/images/day117_yolo_architecture.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-118-lstm-gru--encoder-decoder-architecture
Colahhttps://colah.github.io/posts/2015-08-Understanding-LSTMs/
Karpathyhttps://karpathy.github.io/2015/05/21/rnn-effectiveness/
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#lstm--gru-the-memory-masters
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/09-State-of-the-Art-DL/images/day118_LSTM.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/09-State-of-the-Art-DL/images/day118_GRU.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#encoder-decoder-architecture
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/09-State-of-the-Art-DL/images/day118_transformer_based_encoder_decoder.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/09-State-of-the-Art-DL/images/day118_rnn_based_encoder_decoder.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/09-State-of-the-Art-DL/images/day118_comparision.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#next-attention-is-all-you-need--and-implementation-ig
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-119-bahdanau-attention-and-luong-attention
https://machinelearningmastery.com/the-bahdanau-attention-mechanism/https://machinelearningmastery.com/the-bahdanau-attention-mechanism/
https://machinelearningmastery.com/the-luong-attention-mechanism/https://machinelearningmastery.com/the-luong-attention-mechanism/
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#bahdanau-attention---note-it-is-for-seq2seq-architecture-the-transformer-based-architecture-doesnt-use-rnns
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/09-State-of-the-Art-DL/images/day119_bhadanau_arch.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#luong-attention
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/09-State-of-the-Art-DL/images/day119_Luong_attention.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-120-building-a-seq2seq-chatbot--data-preparation--preprocessing
https://docs.pytorch.org/tutorials/beginner/chatbot_tutorial.html#decoderhttps://docs.pytorch.org/tutorials/beginner/chatbot_tutorial.html#decoder
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/10-Projects-Based-ML-DL/02-Natural-Language-Processing/day120_workflow.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/10-Projects-Based-ML-DL/02-Natural-Language-Processing/seq2seq-charbot/day120_upto_model_defining.png
Notebookhttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/10-Projects-Based-ML-DL/02-Natural-Language-Processing/chatbot.ipynb
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-121-building-a-seq2seq-chatbot---defining-model-encoder-attention-decoder
https://docs.pytorch.org/tutorials/beginner/chatbot_tutorial.html#decoderhttps://docs.pytorch.org/tutorials/beginner/chatbot_tutorial.html#decoder
https://machinelearningmastery.com/how-does-attention-work-in-encoder-decoder-recurrent-neural-networks/https://machinelearningmastery.com/how-does-attention-work-in-encoder-decoder-recurrent-neural-networks/
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-122-building-a-seq2seq-chatbot--evaluation--deployment
seq2seq-chatbot-samir.streamlit.apphttps://seq2seq-chatbot-samir.streamlit.app
Google Drivehttps://drive.google.com/file/d/1DFdRoXweBM0qsrg9Uwg58_pICwOUlWjt/view?usp=drive_link
Hugging Facehttps://huggingface.co/paudelsamir/my-checkpoints/blob/main/4000_checkpoint.tar
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-123-transformers--deep-dive-into-attention-and-architecture
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/09-State-of-the-Art-DL/images/day123_transformers.png
Transformers - Attention Is All You Need (YouTube)https://www.youtube.com/watch?v=wjZofJX0v4M
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/09-State-of-the-Art-DL/images/day123_transformer_architecture.png
Transformers Explained Visually (YouTube)https://www.youtube.com/watch?v=eMlx5fFNoYc&t=1s
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/09-State-of-the-Art-DL/images/day123_embeddings.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/09-State-of-the-Art-DL/images/day123_value.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/09-State-of-the-Art-DL/images/day123_scaled_dot_product_attention.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/09-State-of-the-Art-DL/images/day123_attention_onethird.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-124-transformers--vitals-understanding-everything
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/09-State-of-the-Art-DL/images/day124_handwritten.jpg
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/09-State-of-the-Art-DL/images/day124_training_of_transformer_example.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/09-State-of-the-Art-DL/images/day124_encoder_decoder_self_attention.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/09-State-of-the-Art-DL/images/day124_multihead_attention_with_scaled_softmax.png
Transformers Explained Visually – Part 1https://towardsdatascience.com/transformers-explained-visually-part-1-overview-of-functionality-95a6dd460452/
Part 2: Step-by-Stephttps://towardsdatascience.com/transformers-explained-visually-part-2-how-it-works-step-by-step-b49fa4a64f34/
Part 3: Multi-Head Attentionhttps://towardsdatascience.com/transformers-explained-visually-part-3-multi-head-attention-deep-dive-1c1ff1024853/
Why Transformers Work So Wellhttps://towardsdatascience.com/transformers-explained-visually-not-just-how-but-why-they-work-so-well-d840bd61a9d3/
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-125-gpt-from-scratch---project-setup
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/11-Foundations-Of-LLMS/GPT-From-Scratch/day125_gpt_bert.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/11-Foundations-Of-LLMS/GPT-From-Scratch/day125_planofattack.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/11-Foundations-Of-LLMS/GPT-From-Scratch/day125_history.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/11-Foundations-Of-LLMS/GPT-From-Scratch/day125_LLM_opensource_history.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#-4
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-126-gpt-from-scratch---bigram-language-model
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/11-Foundations-Of-LLMS/GPT-From-Scratch/day126_bigram_model_working.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/11-Foundations-Of-LLMS/GPT-From-Scratch/day126_training_validation_loss_bigram_model.png
Notebookhttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/11-Foundations-Of-LLMS/GPT-From-Scratch/let-s-build-gpt-from-scratch-in-code-spelled-out.ipynb
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-127-gpt-from-scratch---self-attention
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/11-Foundations-Of-LLMS/GPT-From-Scratch/day127_self_attention_v1.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/11-Foundations-Of-LLMS/GPT-From-Scratch/day127_karpathy_self_attention.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-128-gpt-from-scratch---complete-transformer
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/11-Foundations-Of-LLMS/GPT-From-Scratch/day128_conclusion.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/11-Foundations-Of-LLMS/GPT-From-Scratch/day128_layer_normalization.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/11-Foundations-Of-LLMS/GPT-From-Scratch/day128_residual_connection.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/11-Foundations-Of-LLMS/GPT-From-Scratch/day128_key_notes_attention.png
Notebookhttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/11-Foundations-Of-LLMS/GPT-From-Scratch/let-s-build-gpt-from-scratch-in-code-spelled-out.ipynb
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-129365-image-captioning--kickoff
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/10-Projects-Based-ML-DL/03-Image-Captioning/day129_project_plan.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/10-Projects-Based-ML-DL/03-Image-Captioning/day129_building_vocab_and_tokenize_caption.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-130365image-captioning-feature-extraction--data-pipeline
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/10-Projects-Based-ML-DL/03-Image-Captioning/day130_feature_extraction_done.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/10-Projects-Based-ML-DL/03-Image-Captioning/day130_custom_daaset_cass.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/10-Projects-Based-ML-DL/03-Image-Captioning/day130_dataloader_and_transfomre_decoder_plan.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-131365image-captioning-training--deployment
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/10-Projects-Based-ML-DL/03-Image-Captioning/demo.mp4
Project Notebookhttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/10-Projects-Based-ML-DL/03-Image-Captioning/image-captioning.ipynb
Live Demohttps://image-captioning-samir.streamlit.app
Model Weights (.pth)https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/10-Projects-Based-ML-DL/03-Image-Captioning/best_decoder.pth
Google Drivehttps://drive.google.com/file/d/1Yyfk7tnx-vrYqdmVY9JluZn2PqaK-6_W/view?usp=sharing
Vocabularyhttps://drive.google.com/file/d/17QDWhwp6wQweaaHRk8FZmippeQ04m0gH/view?usp=drive_link
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-132-tokenizer-tricks-subword-byte-pair-encoding--comparing-architectures
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/09-State-of-the-Art-DL/images/day132_LLMs_plan.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-133-implementing-seq2seq-diff-approach-of-visualizations
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/09-State-of-the-Art-DL/images/day133_dummy_english_nepali_data.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/09-State-of-the-Art-DL/images/day133_reimplementation_of_seq2seq.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-134-implementing-transformer-encoderdecoder-again
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/11-Foundations-Of-LLMS/Book-Build-a-LLM-From-Scratch/day134_transformer_encoder.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/11-Foundations-Of-LLMS/Book-Build-a-LLM-From-Scratch/day134_transformer_decoder.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/11-Foundations-Of-LLMS/Book-Build-a-LLM-From-Scratch/day134_architecture_of_transfomermer.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-135-pretraining-on-unlabeled-data-evaluating-loading-pretrained-weights
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/11-Foundations-Of-LLMS/Book-Build-a-LLM-From-Scratch/day135_pretrained_weights_gpt2.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/11-Foundations-Of-LLMS/Book-Build-a-LLM-From-Scratch/day135_backprop.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/11-Foundations-Of-LLMS/Book-Build-a-LLM-From-Scratch/day135_cost_of_pretraining.png
Notebook: Pretraininghttps://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/11-Foundations-Of-LLMS/Book-Build-a-LLM-From-Scratch/pretraining_llms.ipynb
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-136-finetuning--classification
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/11-Foundations-Of-LLMS/Book-Build-a-LLM-From-Scratch/day136_stages_of_fine_tuning.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/11-Foundations-Of-LLMS/Book-Build-a-LLM-From-Scratch/day136_fine_tuning_for_classification.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/11-Foundations-Of-LLMS/Book-Build-a-LLM-From-Scratch/day136_evaluating_accuracy.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-137-finetuning--teaching-llms-to-follow-prompts-and-perform-complex-tasks-visualizations
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/11-Foundations-Of-LLMS/Book-Build-a-LLM-From-Scratch/day137_stages_of_finetuning_for_desired_output.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/11-Foundations-Of-LLMS/Book-Build-a-LLM-From-Scratch/day137_fine_tuning_with_qlora.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/11-Foundations-Of-LLMS/Book-Build-a-LLM-From-Scratch/day137_book.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/11-Foundations-Of-LLMS/Book-Build-a-LLM-From-Scratch/day137_fine_tuning_for_follow_instructions.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData/blob/main/11-Foundations-Of-LLMS/Book-Build-a-LLM-From-Scratch/day137_hardware_limitations.png
https://patch-diff.githubusercontent.com/Eitheer1/365DaysOfData#day-138-plan
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