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Title: GitHub - aenache99/Machine-Learning-Collection: A resource for learning about Machine learning & Deep Learning

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Machine Learning Algorithmshttps://patch-diff.githubusercontent.com/aenache99/Machine-Learning-Collection#machine-learning
PyTorch Tutorialshttps://patch-diff.githubusercontent.com/aenache99/Machine-Learning-Collection#pytorch-tutorials
Basicshttps://patch-diff.githubusercontent.com/aenache99/Machine-Learning-Collection#basics
More Advancedhttps://patch-diff.githubusercontent.com/aenache99/Machine-Learning-Collection#more-advanced
Object Detectionhttps://patch-diff.githubusercontent.com/aenache99/Machine-Learning-Collection#Object-Detection
Generative Adversarial Networkshttps://patch-diff.githubusercontent.com/aenache99/Machine-Learning-Collection#Generative-Adversarial-Networks
Architectureshttps://patch-diff.githubusercontent.com/aenache99/Machine-Learning-Collection#architectures
Lightninghttps://patch-diff.githubusercontent.com/aenache99/Machine-Learning-Collection#PyTorch-Lightning
TensorFlow Tutorialshttps://patch-diff.githubusercontent.com/aenache99/Machine-Learning-Collection#tensorflow-tutorials
Beginner Tutorialshttps://patch-diff.githubusercontent.com/aenache99/Machine-Learning-Collection#beginner-tutorials
Architectureshttps://patch-diff.githubusercontent.com/aenache99/Machine-Learning-Collection#CNN-Architectures
https://patch-diff.githubusercontent.com/aenache99/Machine-Learning-Collection#machine-learning
https://youtu.be/pCCUnoes1Po
Linear Regressionhttps://github.com/AladdinPersson/Machine-Learning-Collection/blob/master/ML/algorithms/linearregression/linear_regression_gradient_descent.py
https://youtu.be/DQ6xfe75CDk
Linear Regressionhttps://github.com/AladdinPersson/Machine-Learning-Collection/blob/master/ML/algorithms/linearregression/linear_regression_normal_equation.py
https://youtu.be/x1ez9vi611I
Logistic Regressionhttps://github.com/AladdinPersson/Machine-Learning-Collection/blob/master/ML/algorithms/logisticregression/logistic_regression.py
https://youtu.be/3trW5Lig7BU
Naive Bayeshttps://github.com/AladdinPersson/Machine-Learning-Collection/blob/master/ML/algorithms/naivebayes/naivebayes.py
https://youtu.be/QzAaRuDskyc
K-nearest neighborshttps://github.com/AladdinPersson/Machine-Learning-Collection/blob/master/ML/algorithms/knn/knn.py
https://youtu.be/W4fSRHeafMo
K-means clusteringhttps://github.com/AladdinPersson/Machine-Learning-Collection/blob/master/ML/algorithms/kmeans/kmeansclustering.py
https://youtu.be/gBTtR0bs-1k
Support Vector Machinehttps://github.com/AladdinPersson/Machine-Learning-Collection/blob/master/ML/algorithms/svm/svm.py
https://youtu.be/NJvojeoTnNM
Neural Networkhttps://github.com/AladdinPersson/Machine-Learning-Collection/blob/master/ML/algorithms/neuralnetwork/NN.py
Decision Treehttps://github.com/AladdinPersson/Machine-Learning-Collection/blob/master/ML/algorithms/decisiontree/decision_tree.py
https://patch-diff.githubusercontent.com/aenache99/Machine-Learning-Collection#pytorch-tutorials
https://patch-diff.githubusercontent.com/aenache99/Machine-Learning-Collection#basics
https://youtu.be/x9JiIFvlUwk
Tensor Basicshttps://github.com/AladdinPersson/Machine-Learning-Collection/blob/master/ML/Pytorch/Basics/pytorch_tensorbasics.py
https://youtu.be/Jy4wM2X21u0
Feedforward Neural Networkhttps://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/Basics/pytorch_simple_fullynet.py
https://youtu.be/wnK3uWv_WkU
Convolutional Neural Networkhttps://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/Basics/pytorch_simple_CNN.py
https://youtu.be/Gl2WXLIMvKA
Recurrent Neural Networkhttps://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/Basics/pytorch_rnn_gru_lstm.py
https://youtu.be/jGst43P-TJA
Bidirectional Recurrent Neural Networkhttps://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/Basics/pytorch_bidirectional_lstm.py
https://youtu.be/g6kQl_EFn84
Loading and saving modelhttps://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/Basics/pytorch_loadsave.py
https://youtu.be/ZoZHd0Zm3RY
Custom Dataset (Images)https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/Basics/custom_dataset
https://youtu.be/9sHcLvVXsns
Custom Dataset (Text)https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/Basics/custom_dataset_txt
https://youtu.be/ks3oZ7Va8HU
Mixed Precision Traininghttps://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/Basics/pytorch_mixed_precision_example.py
https://youtu.be/4JFVhJyTZ44
Imbalanced datasethttps://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/Basics/Imbalanced_classes
https://youtu.be/qaDe0qQZ5AQ
Transfer Learning and finetuninghttps://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/Basics/pytorch_pretrain_finetune.py
https://youtu.be/Zvd276j9sZ8
Data augmentation using Torchvisionhttps://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/Basics/pytorch_transforms.py
https://youtu.be/rAdLwKJBvPM
Data augmentation using Albumentationshttps://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/Basics/albumentations_tutorial
https://youtu.be/RLqsxWaQdHE
TensorBoard Examplehttps://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/Basics/pytorch_tensorboard_.py
https://youtu.be/y6IEcEBRZks
Calculate Mean and STD of Imageshttps://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/Basics/pytorch_std_mean.py
https://youtu.be/RKHopFfbPao
Simple Progress barhttps://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/Basics/pytorch_progress_bar.py
https://youtu.be/1SZocGaCAr8
Deterministic Behaviorhttps://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/Basics/set_deterministic_behavior/pytorch_set_seeds.py
https://youtu.be/P31hB37g4Ak
Learning Rate Schedulerhttps://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/Basics/pytorch_lr_ratescheduler.py
https://youtu.be/xWQ-p_o0Uik
Initialization of weightshttps://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/Basics/pytorch_init_weights.py
https://patch-diff.githubusercontent.com/aenache99/Machine-Learning-Collection#more-advanced
https://youtu.be/WujVlF_6h5A
Text Generating LSTMhttps://github.com/AladdinPersson/Machine-Learning-Collection/blob/master/ML/Projects/text_generation_babynames/generating_names.py
https://youtu.be/IHq1t7NxS8k
Semantic Segmentation w. U-NEThttps://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/image_segmentation/semantic_segmentation_unet
https://youtu.be/y2BaTt1fxJU
Image Captioninghttps://github.com/AladdinPerzon/Machine-Learning-Collection/tree/master/ML/Pytorch/more_advanced/image_captioning
https://youtu.be/imX4kSKDY7s
Neural Style Transferhttps://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/Pytorch/more_advanced/neuralstyle/nst.py
https://www.youtube.com/playlist?list=PLhhyoLH6IjfzxdlsLrclcCTsS8kIcfWJb
Torchtext [1]https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/Pytorch/more_advanced/torchtext/torchtext_tutorial1.py
Torchtext [2]https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/Pytorch/more_advanced/torchtext/torchtext_tutorial2.py
Torchtext [3]https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/Pytorch/more_advanced/torchtext/torchtext_tutorial3.py
https://youtu.be/EoGUlvhRYpk
Seq2Seqhttps://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/Pytorch/more_advanced/Seq2Seq/seq2seq.py
https://youtu.be/sQUqQddQtB4
Seq2Seq + Attentionhttps://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/Pytorch/more_advanced/Seq2Seq_attention/seq2seq_attention.py
https://youtu.be/M6adRGJe5cQ
Seq2Seq Transformershttps://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/Pytorch/more_advanced/seq2seq_transformer/seq2seq_transformer.py
https://youtu.be/U0s0f995w14
Transformers from scratchhttps://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/Pytorch/more_advanced/transformer_from_scratch/transformer_from_scratch.py
https://patch-diff.githubusercontent.com/aenache99/Machine-Learning-Collection#object-detection
Object Detection Playlisthttps://youtube.com/playlist?list=PLhhyoLH6Ijfw0TpCTVTNk42NN08H6UvNq
https://youtu.be/XXYG5ZWtjj0
Intersection over Unionhttps://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/object_detection/metrics/iou.py
https://youtu.be/YDkjWEN8jNA
Non-Max Suppressionhttps://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/object_detection/metrics/nms.py
https://youtu.be/FppOzcDvaDI
Mean Average Precisionhttps://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/object_detection/metrics/mean_avg_precision.py
https://youtu.be/n9_XyCGr-MI
YOLOv1 from scratchhttps://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/object_detection/YOLO
https://youtu.be/Grir6TZbc1M
YOLOv3 from scratchhttps://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/object_detection/YOLOv3
https://patch-diff.githubusercontent.com/aenache99/Machine-Learning-Collection#generative-adversarial-networks
GAN Playlisthttps://youtube.com/playlist?list=PLhhyoLH6IjfwIp8bZnzX8QR30TRcHO8Va
https://youtu.be/OljTVUVzPpM
Simple FC GANhttps://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/GANs/1.%20SimpleGAN/fc_gan.py
https://youtu.be/IZtv9s_Wx9I
DCGANhttps://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/GANs/2.%20DCGAN
https://youtu.be/pG0QZ7OddX4
WGANhttps://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/GANs/3.%20WGAN
https://youtu.be/pG0QZ7OddX4
WGAN-GPhttps://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/GANs/4.%20WGAN-GP
https://youtu.be/SuddDSqGRzg
Pix2Pixhttps://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/GANs/Pix2Pix
https://youtu.be/4LktBHGCNfw
CycleGANhttps://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/GANs/CycleGAN
https://youtu.be/nkQHASviYac
ProGANhttps://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/GANs/ProGAN
SRGANhttps://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/GANs/SRGAN
ESRGANhttps://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/GANs/ESRGAN
StyleGANhttps://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/GANs/StyleGAN
https://patch-diff.githubusercontent.com/aenache99/Machine-Learning-Collection#architectures
https://youtu.be/fcOW-Zyb5Bo
LeNet5https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/79f2e1928906f3cccbae6c024f3f79fd05262cd1/ML/Pytorch/CNN_architectures/lenet5_pytorch.py#L15-L35
https://youtu.be/ACmuBbuXn20
VGGhttps://github.com/AladdinPerzon/Machine-Learning-Collection/blob/79f2e1928906f3cccbae6c024f3f79fd05262cd1/ML/Pytorch/CNN_architectures/pytorch_vgg_implementation.py#L16-L62
https://youtu.be/uQc4Fs7yx5I
Inception v1https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/Pytorch/CNN_architectures/pytorch_inceptionet.py
https://youtu.be/DkNIBBBvcPs
ResNethttps://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/Pytorch/CNN_architectures/pytorch_resnet.py
https://youtu.be/fR_0o25kigM
EfficientNethttps://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/CNN_architectures/pytorch_efficientnet.py
https://patch-diff.githubusercontent.com/aenache99/Machine-Learning-Collection#pytorch-lightning
https://www.youtube.com/playlist?list=PLhhyoLH6IjfyL740PTuXef4TstxAK6nGP
Tutorial 1 - Introduction and starter codehttps://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/pytorch_lightning/1.%20start%20code
https://www.youtube.com/playlist?list=PLhhyoLH6IjfyL740PTuXef4TstxAK6nGP
Tutorial 2 - LightningModulehttps://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/pytorch_lightning/2.%20LightningModule
https://www.youtube.com/playlist?list=PLhhyoLH6IjfyL740PTuXef4TstxAK6nGP
Tutorial 3 - Trainerhttps://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/pytorch_lightning/3.%20Lightning%20Trainer
https://www.youtube.com/playlist?list=PLhhyoLH6IjfyL740PTuXef4TstxAK6nGP
Tutorial 4 - Metricshttps://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/pytorch_lightning/4.%20Metrics
https://www.youtube.com/playlist?list=PLhhyoLH6IjfyL740PTuXef4TstxAK6nGP
Tutorial 5 - DataModulehttps://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/pytorch_lightning/5.%20DataModule
https://www.youtube.com/playlist?list=PLhhyoLH6IjfyL740PTuXef4TstxAK6nGP
Tutorial 6 - Code restructurehttps://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/pytorch_lightning/6.%20Restructuring
https://www.youtube.com/playlist?list=PLhhyoLH6IjfyL740PTuXef4TstxAK6nGP
Tutorial 7 - Callbackshttps://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/pytorch_lightning/7.%20Callbacks
https://www.youtube.com/playlist?list=PLhhyoLH6IjfyL740PTuXef4TstxAK6nGP
Tutorial 8 - TensorBoard logginghttps://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/pytorch_lightning/8.%20Logging%20Tensorboard
https://www.youtube.com/playlist?list=PLhhyoLH6IjfyL740PTuXef4TstxAK6nGP
Tutorial 9 - Profilerhttps://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/pytorch_lightning/9.%20Profiler
https://www.youtube.com/playlist?list=PLhhyoLH6IjfyL740PTuXef4TstxAK6nGP
Tutorial 10 - Multi-GPUhttps://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/pytorch_lightning/10.%20Multi-GPU
https://patch-diff.githubusercontent.com/aenache99/Machine-Learning-Collection#tensorflow-tutorials
https://patch-diff.githubusercontent.com/aenache99/Machine-Learning-Collection#beginner-tutorials
https://youtu.be/5Ym-dOS9ssA
https://youtu.be/HPjBY1H-U4U
Tutorial 2 - Tensor Basicshttps://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/TensorFlow/Basics/tutorial2-tensorbasics.py
https://youtu.be/pAhPiF3yiXI
Tutorial 3 - Neural Networkhttps://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/TensorFlow/Basics/tutorial3-neuralnetwork.py
https://youtu.be/WAciKiDP2bo
Tutorial 4 - Convolutional Neural Networkhttps://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/TensorFlow/Basics/tutorial4-convnet.py
https://youtu.be/kJSUq1PLmWg
Tutorial 5 - Regularizationhttps://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/TensorFlow/Basics/tutorial5-regularization.py
https://youtu.be/WAciKiDP2bo
Tutorial 6 - RNN, GRU, LSTMhttps://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/TensorFlow/Basics/tutorial6-rnn-gru-lstm.py
https://youtu.be/kJSUq1PLmWg
Tutorial 7 - Functional APIhttps://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/TensorFlow/Basics/tutorial7-indepth-functional.py
https://youtu.be/WcZ_1IAH_nM
Tutorial 8 - Keras Subclassinghttps://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/TensorFlow/Basics/tutorial8_keras_subclassing.py
https://youtu.be/cKMJDkWSDnY
Tutorial 9 - Custom Layershttps://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/TensorFlow/Basics/tutorial9-custom-layers.py
https://youtu.be/idus3KO6Wic
Tutorial 10 - Saving and Loading Modelshttps://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/TensorFlow/Basics/tutorial10-save-model.py
https://youtu.be/WJZoywOG1cs
Tutorial 11 - Transfer Learninghttps://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/TensorFlow/Basics/tutorial11-transfer-learning.py
https://youtu.be/YrMy-BAqk8k
Tutorial 12 - TensorFlow Datasetshttps://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/TensorFlow/Basics/tutorial12-tensorflowdatasets.py
https://youtu.be/8wwfVV7ixyY
Tutorial 13 - Data Augmentationhttps://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/TensorFlow/Basics/tutorial13-data-augmentation.py
https://youtu.be/WUzLJZCKNu4
Tutorial 14 - Callbackshttps://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/TensorFlow/Basics/tutorial14-callbacks.py
https://youtu.be/S6tLSI8bjGs
Tutorial 15 - Custom model.fithttps://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/TensorFlow/Basics/tutorial15-customizing-modelfit.py
https://youtu.be/_u7AVsxANes
Tutorial 16 - Custom Loopshttps://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/TensorFlow/Basics/tutorial16-customloops.py
https://youtu.be/k7KfYXXrOj0
Tutorial 17 - TensorBoardhttps://github.com/AladdinPerzon/Machine-Learning-Collection/tree/master/ML/TensorFlow/Basics/tutorial17-tensorboard
https://youtu.be/q7ZuZ8ZOErE
Tutorial 18 - Custom Dataset Imageshttps://github.com/AladdinPerzon/Machine-Learning-Collection/tree/master/ML/TensorFlow/Basics/tutorial18-customdata-images
https://youtu.be/NoKvCREx36Q
Tutorial 19 - Custom Dataset Texthttps://github.com/AladdinPerzon/Machine-Learning-Collection/tree/master/ML/TensorFlow/Basics/tutorial19-customdata-text
https://youtu.be/ea5Z1smiR3U
Tutorial 20 - Classifying Skin Cancerhttps://github.com/AladdinPerzon/Machine-Learning-Collection/tree/master/ML/TensorFlow/Basics/tutorial20-classify-cancer-beginner-project-example
https://patch-diff.githubusercontent.com/aenache99/Machine-Learning-Collection#cnn-architectures
LeNethttps://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/TensorFlow/CNN_architectures/LeNet5
AlexNethttps://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/TensorFlow/CNN_architectures/AlexNet
VGGhttps://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/TensorFlow/CNN_architectures/VGGNet
GoogLeNethttps://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/TensorFlow/CNN_architectures/GoogLeNet
ResNethttps://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/TensorFlow/CNN_architectures/ResNet
www.youtube.com/c/AladdinPerssonhttps://www.youtube.com/c/AladdinPersson
Readme https://patch-diff.githubusercontent.com/aenache99/Machine-Learning-Collection#readme-ov-file
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