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Title: GitHub - ceyton/Machine-Learning-Collection: A resource for learning about ML, DL, PyTorch and TensorFlow. Feedback always appreciated :)

Open Graph Title: GitHub - ceyton/Machine-Learning-Collection: A resource for learning about ML, DL, PyTorch and TensorFlow. Feedback always appreciated :)

X Title: GitHub - ceyton/Machine-Learning-Collection: A resource for learning about ML, DL, PyTorch and TensorFlow. Feedback always appreciated :)

Description: A resource for learning about ML, DL, PyTorch and TensorFlow. Feedback always appreciated :) - ceyton/Machine-Learning-Collection

Open Graph Description: A resource for learning about ML, DL, PyTorch and TensorFlow. Feedback always appreciated :) - ceyton/Machine-Learning-Collection

X Description: A resource for learning about ML, DL, PyTorch and TensorFlow. Feedback always appreciated :) - ceyton/Machine-Learning-Collection

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Machine-Learning-Collection	https://patch-diff.githubusercontent.com/ceyton/Machine-Learning-Collection
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	https://patch-diff.githubusercontent.com/ceyton/Machine-Learning-Collection#table-of-contents
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Architectures	https://patch-diff.githubusercontent.com/ceyton/Machine-Learning-Collection#CNN-Architectures
	https://patch-diff.githubusercontent.com/ceyton/Machine-Learning-Collection#machine-learning
	https://youtu.be/pCCUnoes1Po
Linear Regression	https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/algorithms/linearregression/linear_regression_gradient_descent.py
	https://youtu.be/DQ6xfe75CDk
Linear Regression	https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/algorithms/linearregression/linear_regression_normal_equation.py
	https://youtu.be/x1ez9vi611I
Logistic Regression	https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/algorithms/logisticregression/logistic_regression.py
	https://youtu.be/3trW5Lig7BU
Naive Bayes	https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/algorithms/naivebayes/naivebayes.py
	https://youtu.be/QzAaRuDskyc
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	https://youtu.be/W4fSRHeafMo
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	https://youtu.be/gBTtR0bs-1k
Support Vector Machine	https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/algorithms/svm/svm.py
	https://youtu.be/NJvojeoTnNM
Neural Network	https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/algorithms/neuralnetwork/NN.py
Decision Tree	https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/algorithms/decisiontree/decision_tree.py
	https://patch-diff.githubusercontent.com/ceyton/Machine-Learning-Collection#pytorch-tutorials
	https://patch-diff.githubusercontent.com/ceyton/Machine-Learning-Collection#basics
	https://youtu.be/x9JiIFvlUwk
Tensor Basics	https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/Pytorch/Basics/pytorch_tensorbasics.py
	https://youtu.be/Jy4wM2X21u0
Feedforward Neural Network	https://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/Basics/pytorch_simple_fullynet.py
	https://youtu.be/wnK3uWv_WkU
Convolutional Neural Network	https://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/Basics/pytorch_simple_CNN.py
	https://youtu.be/Gl2WXLIMvKA
Recurrent Neural Network	https://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/Basics/pytorch_rnn_gru_lstm.py
	https://youtu.be/jGst43P-TJA
Bidirectional Recurrent Neural Network	https://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/Basics/pytorch_bidirectional_lstm.py
	https://youtu.be/g6kQl_EFn84
Loading and saving model	https://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/qaDe0qQZ5AQ
Transfer Learning and finetuning	https://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/Basics/pytorch_pretrain_finetune.py
	https://youtu.be/Zvd276j9sZ8
Data augmentation using Torchvision	https://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/Basics/pytorch_transforms.py
	https://youtu.be/rAdLwKJBvPM
Data augmentation using Albumentations	https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/Basics/albumentations_tutorial
	https://youtu.be/RLqsxWaQdHE
TensorBoard Example	https://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/Basics/pytorch_tensorboard_.py
	https://youtu.be/y6IEcEBRZks
Calculate Mean and STD of Images	https://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/Basics/pytorch_std_mean.py
	https://youtu.be/RKHopFfbPao
Simple Progress bar	https://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/Basics/pytorch_progress_bar.py
	https://youtu.be/1SZocGaCAr8
Deterministic Behavior	https://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/Basics/set_deterministic_behavior/pytorch_set_seeds.py
	https://youtu.be/P31hB37g4Ak
Learning Rate Scheduler	https://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/Basics/pytorch_lr_ratescheduler.py
	https://youtu.be/xWQ-p_o0Uik
Initialization of weights	https://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/Basics/pytorch_init_weights.py
	https://patch-diff.githubusercontent.com/ceyton/Machine-Learning-Collection#more-advanced
	https://youtu.be/WujVlF_6h5A
Text Generating LSTM	https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/Projects/text_generation_babynames/generating_names.py
	https://youtu.be/IHq1t7NxS8k
Semantic Segmentation w. U-NET	https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/image_segmentation/semantic_segmentation_unet
	https://youtu.be/y2BaTt1fxJU
Image Captioning	https://github.com/AladdinPerzon/Machine-Learning-Collection/tree/master/ML/Pytorch/more_advanced/image_captioning
	https://youtu.be/imX4kSKDY7s
Neural Style Transfer	https://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
Seq2Seq	https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/Pytorch/more_advanced/Seq2Seq/seq2seq.py
	https://youtu.be/sQUqQddQtB4
Seq2Seq + Attention	https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/Pytorch/more_advanced/Seq2Seq_attention/seq2seq_attention.py
	https://youtu.be/M6adRGJe5cQ
Seq2Seq Transformers	https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/Pytorch/more_advanced/seq2seq_transformer/seq2seq_transformer.py
	https://youtu.be/U0s0f995w14
Transformers from scratch	https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/Pytorch/more_advanced/transformer_from_scratch/transformer_from_scratch.py
	https://patch-diff.githubusercontent.com/ceyton/Machine-Learning-Collection#object-detection
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	https://youtu.be/XXYG5ZWtjj0
Intersection over Union	https://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/object_detection/metrics/iou.py
	https://youtu.be/YDkjWEN8jNA
Non-Max Suppression	https://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/object_detection/metrics/nms.py
	https://youtu.be/FppOzcDvaDI
Mean Average Precision	https://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 scratch	https://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/object_detection/YOLO
	https://youtu.be/Grir6TZbc1M
YOLOv3 from scratch	https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/object_detection/YOLOv3
	https://patch-diff.githubusercontent.com/ceyton/Machine-Learning-Collection#generative-adversarial-networks
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	https://youtu.be/OljTVUVzPpM
Simple FC GAN	https://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/GANs/1.%20SimpleGAN/fc_gan.py
	https://youtu.be/IZtv9s_Wx9I
DCGAN	https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/GANs/2.%20DCGAN
	https://youtu.be/pG0QZ7OddX4
WGAN	https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/GANs/3.%20WGAN
	https://youtu.be/pG0QZ7OddX4
WGAN-GP	https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/GANs/4.%20WGAN-GP
	https://youtu.be/SuddDSqGRzg
Pix2Pix	https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/GANs/Pix2Pix
	https://youtu.be/4LktBHGCNfw
CycleGAN	https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/GANs/CycleGAN
	https://youtu.be/nkQHASviYac
ProGAN	https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/GANs/ProGAN
SRGAN	https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/GANs/SRGAN
ESRGAN	https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/GANs/ESRGAN
StyleGAN	https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/GANs/StyleGAN
	https://patch-diff.githubusercontent.com/ceyton/Machine-Learning-Collection#architectures
	https://youtu.be/fcOW-Zyb5Bo
LeNet5	https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/79f2e1928906f3cccbae6c024f3f79fd05262cd1/ML/Pytorch/CNN_architectures/lenet5_pytorch.py#L15-L35
	https://youtu.be/ACmuBbuXn20
VGG	https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/79f2e1928906f3cccbae6c024f3f79fd05262cd1/ML/Pytorch/CNN_architectures/pytorch_vgg_implementation.py#L16-L62
	https://youtu.be/uQc4Fs7yx5I
Inception v1	https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/Pytorch/CNN_architectures/pytorch_inceptionet.py
	https://youtu.be/DkNIBBBvcPs
ResNet	https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/Pytorch/CNN_architectures/pytorch_resnet.py
	https://youtu.be/fR_0o25kigM
EfficientNet	https://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/CNN_architectures/pytorch_efficientnet.py
	https://patch-diff.githubusercontent.com/ceyton/Machine-Learning-Collection#tensorflow-tutorials
	https://patch-diff.githubusercontent.com/ceyton/Machine-Learning-Collection#beginner-tutorials
	https://youtu.be/5Ym-dOS9ssA
	https://youtu.be/HPjBY1H-U4U
Tutorial 2 - Tensor Basics	https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/TensorFlow/Basics/tutorial2-tensorbasics.py
	https://youtu.be/pAhPiF3yiXI
Tutorial 3 - Neural Network	https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/TensorFlow/Basics/tutorial3-neuralnetwork.py
	https://youtu.be/WAciKiDP2bo
Tutorial 4 - Convolutional Neural Network	https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/TensorFlow/Basics/tutorial4-convnet.py
	https://youtu.be/kJSUq1PLmWg
Tutorial 5 - Regularization	https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/TensorFlow/Basics/tutorial5-regularization.py
	https://youtu.be/WAciKiDP2bo
Tutorial 6 - RNN, GRU, LSTM	https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/TensorFlow/Basics/tutorial6-rnn-gru-lstm.py
	https://youtu.be/kJSUq1PLmWg
Tutorial 7 - Functional API	https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/TensorFlow/Basics/tutorial7-indepth-functional.py
	https://youtu.be/WcZ_1IAH_nM
Tutorial 8 - Keras Subclassing	https://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/TensorFlow/Basics/tutorial8_keras_subclassing.py
	https://youtu.be/cKMJDkWSDnY
Tutorial 9 - Custom Layers	https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/TensorFlow/Basics/tutorial9-custom-layers.py
	https://youtu.be/idus3KO6Wic
Tutorial 10 - Saving and Loading Models	https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/TensorFlow/Basics/tutorial10-save-model.py
	https://youtu.be/WJZoywOG1cs
Tutorial 11 - Transfer Learning	https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/TensorFlow/Basics/tutorial11-transfer-learning.py
	https://youtu.be/YrMy-BAqk8k
Tutorial 12 - TensorFlow Datasets	https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/TensorFlow/Basics/tutorial12-tensorflowdatasets.py
	https://youtu.be/8wwfVV7ixyY
Tutorial 13 - Data Augmentation	https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/TensorFlow/Basics/tutorial13-data-augmentation.py
	https://youtu.be/WUzLJZCKNu4
Tutorial 14 - Callbacks	https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/TensorFlow/Basics/tutorial14-callbacks.py
	https://youtu.be/S6tLSI8bjGs
Tutorial 15 - Custom model.fit	https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/TensorFlow/Basics/tutorial15-customizing-modelfit.py
	https://youtu.be/_u7AVsxANes
Tutorial 16 - Custom Loops	https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/TensorFlow/Basics/tutorial16-customloops.py
	https://youtu.be/k7KfYXXrOj0
Tutorial 17 - TensorBoard	https://github.com/AladdinPerzon/Machine-Learning-Collection/tree/master/ML/TensorFlow/Basics/tutorial17-tensorboard
	https://youtu.be/q7ZuZ8ZOErE
Tutorial 18 - Custom Dataset Images	https://github.com/AladdinPerzon/Machine-Learning-Collection/tree/master/ML/TensorFlow/Basics/tutorial18-customdata-images
	https://youtu.be/NoKvCREx36Q
Tutorial 19 - Custom Dataset Text	https://github.com/AladdinPerzon/Machine-Learning-Collection/tree/master/ML/TensorFlow/Basics/tutorial19-customdata-text
	https://youtu.be/ea5Z1smiR3U
Tutorial 20 - Classifying Skin Cancer	https://github.com/AladdinPerzon/Machine-Learning-Collection/tree/master/ML/TensorFlow/Basics/tutorial20-classify-cancer-beginner-project-example
	https://patch-diff.githubusercontent.com/ceyton/Machine-Learning-Collection#cnn-architectures
LeNet	https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/TensorFlow/CNN_architectures/LeNet5
AlexNet	https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/TensorFlow/CNN_architectures/AlexNet
VGG	https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/TensorFlow/CNN_architectures/VGGNet
GoogLeNet	https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/TensorFlow/CNN_architectures/GoogLeNet
ResNet	https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/TensorFlow/CNN_architectures/ResNet
www.youtube.com/c/AladdinPersson	https://www.youtube.com/c/AladdinPersson
Readme	https://patch-diff.githubusercontent.com/ceyton/Machine-Learning-Collection#readme-ov-file
MIT license	https://patch-diff.githubusercontent.com/ceyton/Machine-Learning-Collection#MIT-1-ov-file
Please reload this page	https://patch-diff.githubusercontent.com/ceyton/Machine-Learning-Collection
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