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https://github.com/aladdinpersson/Machine-Learning-Collection

A resource for learning about Machine learning & Deep Learning
https://github.com/aladdinpersson/Machine-Learning-Collection
machine-learning machine-learning-algorithms pytorch pytorch-examples pytorch-gan pytorch-implementation pytorch-tutorial pytorch-tutorials tensorflow-examples tensorflow-tutorials tensorflow2
Last synced: about 2 months ago
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A resource for learning about Machine learning & Deep Learning
Host: GitHub
URL: https://github.com/aladdinpersson/Machine-Learning-Collection
Owner: aladdinpersson
License: mit
Created: 2020-03-26T07:02:40.000Z (over 4 years ago)
Default Branch: master
Last Pushed: 2024-02-09T17:11:53.000Z (7 months ago)
Last Synced: 2024-06-10T12:45:03.507Z (3 months ago)
Topics: machine-learning, machine-learning-algorithms, pytorch, pytorch-examples, pytorch-gan, pytorch-implementation, pytorch-tutorial, pytorch-tutorials, tensorflow-examples, tensorflow-tutorials, tensorflow2
Language: Python
Homepage: https://www.youtube.com/c/AladdinPersson
Size: 118 MB
Stars: 7,178
Watchers: 112
Forks: 2,620
Open Issues: 99
Metadata Files:
- Readme: README.md
- License: LICENSE.txt
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[logo]: https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/others/logo/youtube_logo.png

# Machine Learning Collection

In this repository you will find tutorials and projects related to Machine Learning. I try to make the code as clear as possible, and the goal is be to used as a learning resource and a way to lookup problems to solve specific problems. For most I have also done video explanations on YouTube if you want a walkthrough for the code. If you got any questions or suggestions for future videos I prefer if you ask it on [YouTube](https://www.youtube.com/c/AladdinPersson). This repository is contribution friendly, so if you feel you want to add something then I'd happily merge a PR :smiley:

## Table Of Contents

- [Machine Learning Algorithms](#machine-learning)

- [PyTorch Tutorials](#pytorch-tutorials)

	- [Basics](#basics)

	- [More Advanced](#more-advanced)

    - [Object Detection](#Object-Detection)

	- [Generative Adversarial Networks](#Generative-Adversarial-Networks)

	- [Architectures](#architectures)

	- [Lightning](#PyTorch-Lightning)

- [TensorFlow Tutorials](#tensorflow-tutorials)

	- [Beginner Tutorials](#beginner-tutorials)

	- [Architectures](#CNN-Architectures)

## Machine Learning

* [![Youtube Link][logo]](https://youtu.be/pCCUnoes1Po)   [Linear Regression](https://github.com/AladdinPersson/Machine-Learning-Collection/blob/master/ML/algorithms/linearregression/linear_regression_gradient_descent.py) **- With Gradient Descent** :white_check_mark: 

* [![Youtube Link][logo]](https://youtu.be/DQ6xfe75CDk)   [Linear Regression](https://github.com/AladdinPersson/Machine-Learning-Collection/blob/master/ML/algorithms/linearregression/linear_regression_normal_equation.py) **- With Normal Equation** :white_check_mark:

* [![Youtube Link][logo]](https://youtu.be/x1ez9vi611I)   [Logistic Regression](https://github.com/AladdinPersson/Machine-Learning-Collection/blob/master/ML/algorithms/logisticregression/logistic_regression.py)

* [![Youtube Link][logo]](https://youtu.be/3trW5Lig7BU)   [Naive Bayes](https://github.com/AladdinPersson/Machine-Learning-Collection/blob/master/ML/algorithms/naivebayes/naivebayes.py) **- Gaussian Naive Bayes**

* [![Youtube Link][logo]](https://youtu.be/QzAaRuDskyc)   [K-nearest neighbors](https://github.com/AladdinPersson/Machine-Learning-Collection/blob/master/ML/algorithms/knn/knn.py)

* [![Youtube Link][logo]](https://youtu.be/W4fSRHeafMo)   [K-means clustering](https://github.com/AladdinPersson/Machine-Learning-Collection/blob/master/ML/algorithms/kmeans/kmeansclustering.py) 

* [![Youtube Link][logo]](https://youtu.be/gBTtR0bs-1k)   [Support Vector Machine](https://github.com/AladdinPersson/Machine-Learning-Collection/blob/master/ML/algorithms/svm/svm.py) **- Using CVXOPT**

* [![Youtube Link][logo]](https://youtu.be/NJvojeoTnNM)   [Neural Network](https://github.com/AladdinPersson/Machine-Learning-Collection/blob/master/ML/algorithms/neuralnetwork/NN.py)

* [Decision Tree](https://github.com/AladdinPersson/Machine-Learning-Collection/blob/master/ML/algorithms/decisiontree/decision_tree.py)

## PyTorch Tutorials

If you have any specific video suggestion please make a comment on YouTube :)

### Basics

* [![Youtube Link][logo]](https://youtu.be/x9JiIFvlUwk)   [Tensor Basics](https://github.com/AladdinPersson/Machine-Learning-Collection/blob/master/ML/Pytorch/Basics/pytorch_tensorbasics.py)

* [![Youtube Link][logo]](https://youtu.be/Jy4wM2X21u0)   [Feedforward Neural Network](https://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/Basics/pytorch_simple_fullynet.py)

* [![Youtube Link][logo]](https://youtu.be/wnK3uWv_WkU)   [Convolutional Neural Network](https://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/Basics/pytorch_simple_CNN.py)

* [![Youtube Link][logo]](https://youtu.be/Gl2WXLIMvKA)   [Recurrent Neural Network](https://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/Basics/pytorch_rnn_gru_lstm.py)

* [![Youtube Link][logo]](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)

* [![Youtube Link][logo]](https://youtu.be/g6kQl_EFn84)   [Loading and saving model](https://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/Basics/pytorch_loadsave.py)

* [![Youtube Link][logo]](https://youtu.be/ZoZHd0Zm3RY)   [Custom Dataset (Images)](https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/Basics/custom_dataset)

* [![Youtube Link][logo]](https://youtu.be/9sHcLvVXsns)   [Custom Dataset (Text)](https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/Basics/custom_dataset_txt)

* [![Youtube Link][logo]](https://youtu.be/ks3oZ7Va8HU)   [Mixed Precision Training](https://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/Basics/pytorch_mixed_precision_example.py)

* [![Youtube Link][logo]](https://youtu.be/4JFVhJyTZ44)   [Imbalanced dataset](https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/Basics/Imbalanced_classes)

* [![Youtube Link][logo]](https://youtu.be/qaDe0qQZ5AQ)   [Transfer Learning and finetuning](https://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/Basics/pytorch_pretrain_finetune.py)

* [![Youtube Link][logo]](https://youtu.be/Zvd276j9sZ8)   [Data augmentation using Torchvision](https://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/Basics/pytorch_transforms.py)

* [![Youtube Link][logo]](https://youtu.be/rAdLwKJBvPM)   [Data augmentation using Albumentations](https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/Basics/albumentations_tutorial)

* [![Youtube Link][logo]](https://youtu.be/RLqsxWaQdHE)   [TensorBoard Example](https://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/Basics/pytorch_tensorboard_.py)

* [![Youtube Link][logo]](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)

* [![Youtube Link][logo]](https://youtu.be/RKHopFfbPao)   [Simple Progress bar](https://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/Basics/pytorch_progress_bar.py)

* [![Youtube Link][logo]](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)

* [![Youtube Link][logo]](https://youtu.be/P31hB37g4Ak)   [Learning Rate Scheduler](https://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/Basics/pytorch_lr_ratescheduler.py) 

* [![Youtube Link][logo]](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)

### More Advanced

* [![Youtube Link][logo]](https://youtu.be/WujVlF_6h5A)   [Text Generating LSTM](https://github.com/AladdinPersson/Machine-Learning-Collection/blob/master/ML/Projects/text_generation_babynames/generating_names.py)

* [![Youtube Link][logo]](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)

* [![Youtube Link][logo]](https://youtu.be/y2BaTt1fxJU)   [Image Captioning](https://github.com/AladdinPerzon/Machine-Learning-Collection/tree/master/ML/Pytorch/more_advanced/image_captioning)

* [![Youtube Link][logo]](https://youtu.be/imX4kSKDY7s)   [Neural Style Transfer](https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/Pytorch/more_advanced/neuralstyle/nst.py)

* [![Youtube Link][logo]](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)

* [![Youtube Link][logo]](https://youtu.be/EoGUlvhRYpk)   [Seq2Seq](https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/Pytorch/more_advanced/Seq2Seq/seq2seq.py) **- Sequence to Sequence (LSTM)**

* [![Youtube Link][logo]](https://youtu.be/sQUqQddQtB4)   [Seq2Seq + Attention](https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/Pytorch/more_advanced/Seq2Seq_attention/seq2seq_attention.py) **- Sequence to Sequence with Attention (LSTM)**

* [![Youtube Link][logo]](https://youtu.be/M6adRGJe5cQ)   [Seq2Seq Transformers](https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/Pytorch/more_advanced/seq2seq_transformer/seq2seq_transformer.py) **- Sequence to Sequence with Transformers**

* [![Youtube Link][logo]](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) **- Attention Is All You Need**

### Object Detection

[Object Detection Playlist](https://youtube.com/playlist?list=PLhhyoLH6Ijfw0TpCTVTNk42NN08H6UvNq)

* [![Youtube Link][logo]](https://youtu.be/XXYG5ZWtjj0)   [Intersection over Union](https://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/object_detection/metrics/iou.py) 

* [![Youtube Link][logo]](https://youtu.be/YDkjWEN8jNA)   [Non-Max Suppression](https://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/object_detection/metrics/nms.py)

* [![Youtube Link][logo]](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)

* [![Youtube Link][logo]](https://youtu.be/n9_XyCGr-MI)   [YOLOv1 from scratch](https://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/object_detection/YOLO)

* [![Youtube Link][logo]](https://youtu.be/Grir6TZbc1M)   [YOLOv3 from scratch](https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/object_detection/YOLOv3)

### Generative Adversarial Networks

[GAN Playlist](https://youtube.com/playlist?list=PLhhyoLH6IjfwIp8bZnzX8QR30TRcHO8Va)

* [![Youtube Link][logo]](https://youtu.be/OljTVUVzPpM)   [Simple FC GAN](https://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/GANs/1.%20SimpleGAN/fc_gan.py)

* [![Youtube Link][logo]](https://youtu.be/IZtv9s_Wx9I)   [DCGAN](https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/GANs/2.%20DCGAN)

* [![Youtube Link][logo]](https://youtu.be/pG0QZ7OddX4)   [WGAN](https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/GANs/3.%20WGAN)

* [![Youtube Link][logo]](https://youtu.be/pG0QZ7OddX4)   [WGAN-GP](https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/GANs/4.%20WGAN-GP)

* [![Youtube Link][logo]](https://youtu.be/SuddDSqGRzg)   [Pix2Pix](https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/GANs/Pix2Pix)

* [![Youtube Link][logo]](https://youtu.be/4LktBHGCNfw)   [CycleGAN](https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/GANs/CycleGAN)

* [![Youtube Link][logo]](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) - NOTE: NOT DONE

### Architectures

* [![Youtube Link][logo]](https://youtu.be/fcOW-Zyb5Bo)   [LeNet5](https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/79f2e1928906f3cccbae6c024f3f79fd05262cd1/ML/Pytorch/CNN_architectures/lenet5_pytorch.py#L15-L35) **- CNN architecture**

* [![Youtube Link][logo]](https://youtu.be/ACmuBbuXn20)   [VGG](https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/79f2e1928906f3cccbae6c024f3f79fd05262cd1/ML/Pytorch/CNN_architectures/pytorch_vgg_implementation.py#L16-L62) **- CNN architecture**

* [![Youtube Link][logo]](https://youtu.be/uQc4Fs7yx5I)   [Inception v1](https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/Pytorch/CNN_architectures/pytorch_inceptionet.py) **- CNN architecture**

* [![Youtube Link][logo]](https://youtu.be/DkNIBBBvcPs)   [ResNet](https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/Pytorch/CNN_architectures/pytorch_resnet.py) **- CNN architecture**

* [![Youtube Link][logo]](https://youtu.be/fR_0o25kigM)   [EfficientNet](https://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/CNN_architectures/pytorch_efficientnet.py) **- CNN architecture**

### PyTorch Lightning

* [![Youtube Link][logo]](https://www.youtube.com/playlist?list=PLhhyoLH6IjfyL740PTuXef4TstxAK6nGP)   [Tutorial 1 - Introduction and starter code](https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/pytorch_lightning/1.%20start%20code)

* [![Youtube Link][logo]](https://www.youtube.com/playlist?list=PLhhyoLH6IjfyL740PTuXef4TstxAK6nGP)   [Tutorial 2 - LightningModule](https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/pytorch_lightning/2.%20LightningModule)

* [![Youtube Link][logo]](https://www.youtube.com/playlist?list=PLhhyoLH6IjfyL740PTuXef4TstxAK6nGP)   [Tutorial 3 - Trainer](https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/pytorch_lightning/3.%20Lightning%20Trainer)

* [![Youtube Link][logo]](https://www.youtube.com/playlist?list=PLhhyoLH6IjfyL740PTuXef4TstxAK6nGP)   [Tutorial 4 - Metrics](https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/pytorch_lightning/4.%20Metrics)

* [![Youtube Link][logo]](https://www.youtube.com/playlist?list=PLhhyoLH6IjfyL740PTuXef4TstxAK6nGP)   [Tutorial 5 - DataModule](https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/pytorch_lightning/5.%20DataModule)

* [![Youtube Link][logo]](https://www.youtube.com/playlist?list=PLhhyoLH6IjfyL740PTuXef4TstxAK6nGP)   [Tutorial 6 - Code restructure](https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/pytorch_lightning/6.%20Restructuring)

* [![Youtube Link][logo]](https://www.youtube.com/playlist?list=PLhhyoLH6IjfyL740PTuXef4TstxAK6nGP)   [Tutorial 7 - Callbacks](https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/pytorch_lightning/7.%20Callbacks)

* [![Youtube Link][logo]](https://www.youtube.com/playlist?list=PLhhyoLH6IjfyL740PTuXef4TstxAK6nGP)   [Tutorial 8 - TensorBoard logging](https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/pytorch_lightning/8.%20Logging%20Tensorboard)

* [![Youtube Link][logo]](https://www.youtube.com/playlist?list=PLhhyoLH6IjfyL740PTuXef4TstxAK6nGP)   [Tutorial 9 - Profiler](https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/pytorch_lightning/9.%20Profiler)

* [![Youtube Link][logo]](https://www.youtube.com/playlist?list=PLhhyoLH6IjfyL740PTuXef4TstxAK6nGP)   [Tutorial 10 - Multi-GPU](https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/pytorch_lightning/10.%20Multi-GPU)

 

## TensorFlow Tutorials

If you have any specific video suggestion please make a comment on YouTube :)

### Beginner Tutorials

* [![Youtube Link][logo]](https://youtu.be/5Ym-dOS9ssA)   Tutorial 1 - Installation, Video Only

* [![Youtube Link][logo]](https://youtu.be/HPjBY1H-U4U)   [Tutorial 2 - Tensor Basics](https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/TensorFlow/Basics/tutorial2-tensorbasics.py)

* [![Youtube Link][logo]](https://youtu.be/pAhPiF3yiXI)   [Tutorial 3 - Neural Network](https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/TensorFlow/Basics/tutorial3-neuralnetwork.py)

* [![Youtube Link][logo]](https://youtu.be/WAciKiDP2bo)   [Tutorial 4 - Convolutional Neural Network](https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/TensorFlow/Basics/tutorial4-convnet.py)

* [![Youtube Link][logo]](https://youtu.be/kJSUq1PLmWg)   [Tutorial 5 - Regularization](https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/TensorFlow/Basics/tutorial5-regularization.py)

* [![Youtube Link][logo]](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)

* [![Youtube Link][logo]](https://youtu.be/kJSUq1PLmWg)   [Tutorial 7 - Functional API](https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/TensorFlow/Basics/tutorial7-indepth-functional.py)

* [![Youtube Link][logo]](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)

* [![Youtube Link][logo]](https://youtu.be/cKMJDkWSDnY)   [Tutorial 9 - Custom Layers](https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/TensorFlow/Basics/tutorial9-custom-layers.py)

* [![Youtube Link][logo]](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)

* [![Youtube Link][logo]](https://youtu.be/WJZoywOG1cs)   [Tutorial 11 - Transfer Learning](https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/TensorFlow/Basics/tutorial11-transfer-learning.py)

* [![Youtube Link][logo]](https://youtu.be/YrMy-BAqk8k)   [Tutorial 12 - TensorFlow Datasets](https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/TensorFlow/Basics/tutorial12-tensorflowdatasets.py)

* [![Youtube Link][logo]](https://youtu.be/8wwfVV7ixyY)   [Tutorial 13 - Data Augmentation](https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/TensorFlow/Basics/tutorial13-data-augmentation.py)

* [![Youtube Link][logo]](https://youtu.be/WUzLJZCKNu4)   [Tutorial 14 - Callbacks](https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/TensorFlow/Basics/tutorial14-callbacks.py)

* [![Youtube Link][logo]](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)

* [![Youtube Link][logo]](https://youtu.be/_u7AVsxANes)   [Tutorial 16 - Custom Loops](https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/TensorFlow/Basics/tutorial16-customloops.py)

* [![Youtube Link][logo]](https://youtu.be/k7KfYXXrOj0)   [Tutorial 17 - TensorBoard](https://github.com/AladdinPerzon/Machine-Learning-Collection/tree/master/ML/TensorFlow/Basics/tutorial17-tensorboard)

* [![Youtube Link][logo]](https://youtu.be/q7ZuZ8ZOErE)   [Tutorial 18 - Custom Dataset Images](https://github.com/AladdinPerzon/Machine-Learning-Collection/tree/master/ML/TensorFlow/Basics/tutorial18-customdata-images)

* [![Youtube Link][logo]](https://youtu.be/NoKvCREx36Q)   [Tutorial 19 - Custom Dataset Text](https://github.com/AladdinPerzon/Machine-Learning-Collection/tree/master/ML/TensorFlow/Basics/tutorial19-customdata-text)

* [![Youtube Link][logo]](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) **- Beginner Project Example**

### 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)