base on A resource for learning about Machine learning & Deep Learning <p align="center"><img width="100%" src="ML/others/logo/torch_and_tf.svg" /></p> -------------------------------------------------------------------------------- [](https://travis-ci.com/aladdinpersson/Machine-Learning-Collection) [](https://opensource.org/licenses/MIT) [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) &nbsp; [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) &nbsp; [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) &nbsp; [Logistic Regression](https://github.com/AladdinPersson/Machine-Learning-Collection/blob/master/ML/algorithms/logisticregression/logistic_regression.py) * [![Youtube Link][logo]](https://youtu.be/3trW5Lig7BU) &nbsp; [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) &nbsp; [K-nearest neighbors](https://github.com/AladdinPersson/Machine-Learning-Collection/blob/master/ML/algorithms/knn/knn.py) * [![Youtube Link][logo]](https://youtu.be/W4fSRHeafMo) &nbsp; [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) &nbsp; [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) &nbsp; [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) &nbsp; [Tensor Basics](https://github.com/AladdinPersson/Machine-Learning-Collection/blob/master/ML/Pytorch/Basics/pytorch_tensorbasics.py) * [![Youtube Link][logo]](https://youtu.be/Jy4wM2X21u0) &nbsp; [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) &nbsp; [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) &nbsp; [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) &nbsp; [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) &nbsp; [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) &nbsp; [Custom Dataset (Images)](https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/Basics/custom_dataset) * [![Youtube Link][logo]](https://youtu.be/9sHcLvVXsns) &nbsp; [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) &nbsp; [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) &nbsp; [Imbalanced dataset](https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/Basics/Imbalanced_classes) * [![Youtube Link][logo]](https://youtu.be/qaDe0qQZ5AQ) &nbsp; [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) &nbsp; [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) &nbsp; [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) &nbsp; [TensorBoard Example](https://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/Basics/pytorch_tensorboard_.py) * [![Youtube Link][logo]](https://youtu.be/y6IEcEBRZks) &nbsp; [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) &nbsp; [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) &nbsp; [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) &nbsp; [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) &nbsp; [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) &nbsp; [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) &nbsp; [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) &nbsp; [Image Captioning](https://github.com/AladdinPerzon/Machine-Learning-Collection/tree/master/ML/Pytorch/more_advanced/image_captioning) * [![Youtube Link][logo]](https://youtu.be/imX4kSKDY7s) &nbsp; [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) &nbsp; [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) &nbsp; [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) &nbsp; [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) &nbsp; [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) &nbsp; [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) &nbsp; [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) &nbsp; [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) &nbsp; [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) &nbsp; [YOLOv1 from scratch](https://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/object_detection/YOLO) * [![Youtube Link][logo]](https://youtu.be/Grir6TZbc1M) &nbsp; [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) &nbsp; [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) &nbsp; [DCGAN](https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/GANs/2.%20DCGAN) * [![Youtube Link][logo]](https://youtu.be/pG0QZ7OddX4) &nbsp; [WGAN](https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/GANs/3.%20WGAN) * [![Youtube Link][logo]](https://youtu.be/pG0QZ7OddX4) &nbsp; [WGAN-GP](https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/GANs/4.%20WGAN-GP) * [![Youtube Link][logo]](https://youtu.be/SuddDSqGRzg) &nbsp; [Pix2Pix](https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/GANs/Pix2Pix) * [![Youtube Link][logo]](https://youtu.be/4LktBHGCNfw) &nbsp; [CycleGAN](https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/GANs/CycleGAN) * [![Youtube Link][logo]](https://youtu.be/nkQHASviYac) &nbsp; [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) &nbsp; [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) &nbsp; [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) &nbsp; [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) &nbsp; [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) &nbsp; [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) &nbsp; [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) &nbsp; [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) &nbsp; [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) &nbsp; [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) &nbsp; [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) &nbsp; [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) &nbsp; [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) &nbsp; [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) &nbsp; [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) &nbsp; [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) &nbsp; Tutorial 1 - Installation, Video Only * [![Youtube Link][logo]](https://youtu.be/HPjBY1H-U4U) &nbsp; [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) &nbsp; [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) &nbsp; [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) &nbsp; [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) &nbsp; [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) &nbsp; [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) &nbsp; [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) &nbsp; [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) &nbsp; [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) &nbsp; [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) &nbsp; [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) &nbsp; [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) &nbsp; [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) &nbsp; [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) &nbsp; [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) &nbsp; [Tutorial 17 - TensorBoard](https://github.com/AladdinPerzon/Machine-Learning-Collection/tree/master/ML/TensorFlow/Basics/tutorial17-tensorboard) * [![Youtube Link][logo]](https://youtu.be/q7ZuZ8ZOErE) &nbsp; [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) &nbsp; [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) &nbsp; [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) ", Assign "at most 3 tags" to the expected json: {"id":"4631","tags":[]} "only from the tags list I provide: [{"id":77,"name":"3d"},{"id":89,"name":"agent"},{"id":17,"name":"ai"},{"id":54,"name":"algorithm"},{"id":24,"name":"api"},{"id":44,"name":"authentication"},{"id":3,"name":"aws"},{"id":27,"name":"backend"},{"id":60,"name":"benchmark"},{"id":72,"name":"best-practices"},{"id":39,"name":"bitcoin"},{"id":37,"name":"blockchain"},{"id":1,"name":"blog"},{"id":45,"name":"bundler"},{"id":58,"name":"cache"},{"id":21,"name":"chat"},{"id":49,"name":"cicd"},{"id":4,"name":"cli"},{"id":64,"name":"cloud-native"},{"id":48,"name":"cms"},{"id":61,"name":"compiler"},{"id":68,"name":"containerization"},{"id":92,"name":"crm"},{"id":34,"name":"data"},{"id":47,"name":"database"},{"id":8,"name":"declarative-gui "},{"id":9,"name":"deploy-tool"},{"id":53,"name":"desktop-app"},{"id":6,"name":"dev-exp-lib"},{"id":59,"name":"dev-tool"},{"id":13,"name":"ecommerce"},{"id":26,"name":"editor"},{"id":66,"name":"emulator"},{"id":62,"name":"filesystem"},{"id":80,"name":"finance"},{"id":15,"name":"firmware"},{"id":73,"name":"for-fun"},{"id":2,"name":"framework"},{"id":11,"name":"frontend"},{"id":22,"name":"game"},{"id":81,"name":"game-engine "},{"id":23,"name":"graphql"},{"id":84,"name":"gui"},{"id":91,"name":"http"},{"id":5,"name":"http-client"},{"id":51,"name":"iac"},{"id":30,"name":"ide"},{"id":78,"name":"iot"},{"id":40,"name":"json"},{"id":83,"name":"julian"},{"id":38,"name":"k8s"},{"id":31,"name":"language"},{"id":10,"name":"learning-resource"},{"id":33,"name":"lib"},{"id":41,"name":"linter"},{"id":28,"name":"lms"},{"id":16,"name":"logging"},{"id":76,"name":"low-code"},{"id":90,"name":"message-queue"},{"id":42,"name":"mobile-app"},{"id":18,"name":"monitoring"},{"id":36,"name":"networking"},{"id":7,"name":"node-version"},{"id":55,"name":"nosql"},{"id":57,"name":"observability"},{"id":46,"name":"orm"},{"id":52,"name":"os"},{"id":14,"name":"parser"},{"id":74,"name":"react"},{"id":82,"name":"real-time"},{"id":56,"name":"robot"},{"id":65,"name":"runtime"},{"id":32,"name":"sdk"},{"id":71,"name":"search"},{"id":63,"name":"secrets"},{"id":25,"name":"security"},{"id":85,"name":"server"},{"id":86,"name":"serverless"},{"id":70,"name":"storage"},{"id":75,"name":"system-design"},{"id":79,"name":"terminal"},{"id":29,"name":"testing"},{"id":12,"name":"ui"},{"id":50,"name":"ux"},{"id":88,"name":"video"},{"id":20,"name":"web-app"},{"id":35,"name":"web-server"},{"id":43,"name":"webassembly"},{"id":69,"name":"workflow"},{"id":87,"name":"yaml"}]" returns me the "expected json"