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Title: GitHub - thisisjonchen/mlnotes: Machine Learning Notes πŸ“

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Description: Machine Learning Notes πŸ“. Contribute to thisisjonchen/mlnotes development by creating an account on GitHub.

Open Graph Description: Machine Learning Notes πŸ“. Contribute to thisisjonchen/mlnotes development by creating an account on GitHub.

X Description: Machine Learning Notes πŸ“. Contribute to thisisjonchen/mlnotes development by creating an account on GitHub.

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READMEhttps://patch-diff.githubusercontent.com/thisisjonchen/mlnotes
https://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#machine-learning-notes-
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My Certificate πŸ“https://www.coursera.org/account/accomplishments/specialization/L2H0NNXWJ18U
https://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#table-of-contents
Toolshttps://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#tools
What is Machine Learning?https://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#what-is-machine-learning
Supervised Learninghttps://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#supervised-learning
Unsupervised Learninghttps://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#unsupervised-learning
Andrew's Thoughts on AGIhttps://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#andrews-thoughts-on-agi
Supervised Learning: Regression and Classificationhttps://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#supervised-learning-regression-and-classification
Linear Regressionhttps://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#linear-regression
Cost Functionhttps://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#cost-function
Gradient Descenthttps://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#gradient-descent
Multiple Featureshttps://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#multiple-features
Vectorizationhttps://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#vectorization
The Normal Equationhttps://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#the-normal-equation
Feature Scalinghttps://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#feature-scaling
Checking Gradient Convergencehttps://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#checking-gradient-descent-for-convergence
Choosing Learning Ratehttps://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#choosing-the-learning-rate
Feature Engineeringhttps://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#feature-engineering
Logistic Regressionhttps://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#logistic-regression
The Sigmoid Functionhttps://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#the-sigmoid-function
Decision Boundaryhttps://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#decision-boundary
Cost Function for Logistic Regressionhttps://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#cost-function-for-logistic-regression
Gradient Descent for Logistic Regressionhttps://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#gradient-descent-for-logistic-regression
Overfittinghttps://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#overfitting
Regularizationhttps://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#regularization
Advanced Learning Algorithmshttps://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#advanced-learning-algorithms
Neural Networkshttps://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#neural-networks
Recognizing Imageshttps://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#recognizing-images
Neural Network Modelhttps://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#neural-network-model
TensorFlow Implementationhttps://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#tensorflow-implementation
Training Using TensorFlowhttps://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#training-using-tensorflow
Activation Functionshttps://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#activation-functions
Multiclass Classificationhttps://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#multiclass-classification
Multi-Label Classificationhttps://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#multi-label-classification
Advanced Optimizationhttps://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#advanced-optimization
Backpropagationhttps://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#backpropagation
Advice for Applying MLhttps://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#advice-for-applying-ml
Debugginghttps://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#debugging
Evaluationhttps://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#evaluation
Bias and Variancehttps://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#bias-and-variance
Learning Curveshttps://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#learning-curves
Iterative ML Development Loophttps://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#iterative-ml-development-loop
Data Engineeringhttps://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#data-engineering
Full Cycle of an ML Projecthttps://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#full-cycle-of-an-ml-project
Fairness, Bias, and Ethicshttps://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#fairness-bias-and-ethics
Skewed Datasetshttps://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#skewed-datasets
Decision Treeshttps://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#decision-trees
Decision Tree Modelhttps://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#decision-tree-model
Learning Processhttps://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#learning-process
One-Hot Encodinghttps://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#one-hot-encoding
Regression Treeshttps://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#regression-trees
Tree Ensembleshttps://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#tree-ensembles
XGBoosthttps://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#xgboost
When to Use Decision Treeshttps://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#when-to-use-decision-trees
Beyond Supervised Learninghttps://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#beyond-supervised-learning
Unsupervised Learninghttps://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#unsupervised-learning
Clusteringhttps://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#clustering
Optimization Objectivehttps://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#optimization-objective
Anomaly Detectionhttps://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#anomaly-detection
Anomaly Detection vs. Supervised Learninghttps://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#anomaly-detection-vs-supervised-learning
Recommender Systemshttps://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#recommender-systems
Making Recommendationshttps://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#making-recommendations
Collaborative Filteringhttps://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#collaborative-filtering
Binary Labelshttps://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#binary-labels
Mean Normalizationhttps://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#mean-normalization
Content-Based Filteringhttps://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#content-based-filtering
Principal Component Analysishttps://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#principal-component-analysis
Reinforcement Learninghttps://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#reinforcement-learning
Returnhttps://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#return
Policyhttps://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#policy
State-Action Value Functionhttps://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#state-action-value-function
Random Environmenthttps://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#random-environment
Continuous Statehttps://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#continuous-state
Deep-Q Reinforcement Learninghttps://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#deep-q-reinforcement-learning
Mini-Batch and Soft Updateshttps://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#mini-batch-and-soft-updates
State of RLhttps://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#state-of-rl
Creditshttps://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#credits
https://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#tools
https://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#what-is-machine-learning
https://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#supervised-learning
https://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#unsupervised-learning
https://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#andrews-thoughts-on-agi
https://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#supervised-learning-regression-and-classification
https://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#linear-regression
https://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#cost-function
https://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#gradient-descent
https://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#multiple-features
https://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#vectorization
https://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#the-normal-equation
https://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#feature-scaling
https://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#checking-gradient-descent-for-convergence
https://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#choosing-the-learning-rate
https://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#feature-engineering
https://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#logistic-regression
https://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#the-sigmoid-function
https://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#decision-boundary
https://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#cost-function-for-logistic-regression
https://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#gradient-descent-for-logistic-regression
https://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#overfitting
https://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#regularization
https://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#advanced-learning-algorithms
https://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#neural-networks
StackExchangehttps://stats.stackexchange.com/questions/181/how-to-choose-the-number-of-hidden-layers-and-nodes-in-a-feedforward-neural-netw
https://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#recognizing-images
https://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#neural-network-model
https://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#tensorflow-implementation
https://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#training-using-tensorflow
https://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#activation-functions
https://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#multiclass-classification
https://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#multi-label-classification
https://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#advanced-optimization
https://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#backpropagation
https://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#advice-for-applying-ml
https://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#debugging
https://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#evaluation
https://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#bias-and-variance
https://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#learning-curves
https://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#iterative-ml-development-loop
https://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#data-engineering
https://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#full-cycle-of-an-ml-project
https://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#fairness-bias-and-ethics
https://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#skewed-datasets
https://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#decision-trees
https://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#decision-tree-model
click here to see illustrationhttps://miro.medium.com/v2/resize:fit:1400/0*bBSGR61xG55j0fPP.png
https://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#learning-process
https://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#one-hot-encoding
herehttps://global.discourse-cdn.com/dlai/original/3X/f/0/f0c2c26af0a928152acf23e771de087ac0ecd0bb.jpeg
https://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#regression-trees
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https://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#xgboost
https://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#when-to-use-decision-trees
https://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#beyond-supervised-learning
https://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#unsupervised-learning-1
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https://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#optimization-objective
https://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#anomaly-detection
https://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#anomaly-detection-vs-supervised-learning
https://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#recommender-systems
https://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#making-recommendations
tablehttps://github.com/user-attachments/assets/790b2e92-4500-484a-8c4c-d45164c858dc
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https://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#binary-labels
https://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#mean-normalization
https://patch-diff.githubusercontent.com/thisisjonchen/mlnotes#content-based-filtering
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