{"id":14958771,"url":"https://github.com/aladdinpersson/machine-learning-collection","last_synced_at":"2025-05-14T02:06:44.692Z","repository":{"id":37205748,"uuid":"250184708","full_name":"aladdinpersson/Machine-Learning-Collection","owner":"aladdinpersson","description":"A resource for learning about Machine learning \u0026 Deep Learning","archived":false,"fork":false,"pushed_at":"2024-08-17T12:31:20.000Z","size":123603,"stargazers_count":8033,"open_issues_count":112,"forks_count":2749,"subscribers_count":120,"default_branch":"master","last_synced_at":"2025-04-10T10:46:17.791Z","etag":null,"topics":["machine-learning","machine-learning-algorithms","pytorch","pytorch-examples","pytorch-gan","pytorch-implementation","pytorch-tutorial","pytorch-tutorials","tensorflow-examples","tensorflow-tutorials","tensorflow2"],"latest_commit_sha":null,"homepage":"https://www.youtube.com/c/AladdinPersson","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/aladdinpersson.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE.txt","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2020-03-26T07:02:40.000Z","updated_at":"2025-04-09T12:02:35.000Z","dependencies_parsed_at":"2023-10-20T16:30:01.716Z","dependency_job_id":"660f757a-3eaa-4d56-92e1-462453a803a6","html_url":"https://github.com/aladdinpersson/Machine-Learning-Collection","commit_stats":{"total_commits":83,"total_committers":5,"mean_commits":16.6,"dds":0.08433734939759041,"last_synced_commit":"558557c7989f0b10fee6e8d8f953d7269ae43d4f"},"previous_names":[],"tags_count":1,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/aladdinpersson%2FMachine-Learning-Collection","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/aladdinpersson%2FMachine-Learning-Collection/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/aladdinpersson%2FMachine-Learning-Collection/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/aladdinpersson%2FMachine-Learning-Collection/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/aladdinpersson","download_url":"https://codeload.github.com/aladdinpersson/Machine-Learning-Collection/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":254052713,"owners_count":22006716,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["machine-learning","machine-learning-algorithms","pytorch","pytorch-examples","pytorch-gan","pytorch-implementation","pytorch-tutorial","pytorch-tutorials","tensorflow-examples","tensorflow-tutorials","tensorflow2"],"created_at":"2024-09-24T13:18:14.714Z","updated_at":"2025-05-14T02:06:39.681Z","avatar_url":"https://github.com/aladdinpersson.png","language":"Python","readme":"\u003cp align=\"center\"\u003e\u003cimg width=\"100%\" src=\"ML/others/logo/torch_and_tf.svg\" /\u003e\u003c/p\u003e\n\n--------------------------------------------------------------------------------\n\n\n[![Build Status](https://travis-ci.com/aladdinpersson/Machine-Learning-Collection.svg?branch=master)](https://travis-ci.com/aladdinpersson/Machine-Learning-Collection) [![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](https://opensource.org/licenses/MIT)\n\n[logo]: https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/others/logo/youtube_logo.png\n\n# Machine Learning Collection\nIn 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:\n\n## Table Of Contents\n- [Machine Learning Algorithms](#machine-learning)\n- [PyTorch Tutorials](#pytorch-tutorials)\n\t- [Basics](#basics)\n\t- [More Advanced](#more-advanced)\n    - [Object Detection](#Object-Detection)\n\t- [Generative Adversarial Networks](#Generative-Adversarial-Networks)\n\t- [Architectures](#architectures)\n\t- [Lightning](#PyTorch-Lightning)\n- [TensorFlow Tutorials](#tensorflow-tutorials)\n\t- [Beginner Tutorials](#beginner-tutorials)\n\t- [Architectures](#CNN-Architectures)\n\n## Machine Learning\n* [![Youtube Link][logo]](https://youtu.be/pCCUnoes1Po) \u0026nbsp; [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: \n* [![Youtube Link][logo]](https://youtu.be/DQ6xfe75CDk) \u0026nbsp; [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:\n* [![Youtube Link][logo]](https://youtu.be/x1ez9vi611I) \u0026nbsp; [Logistic Regression](https://github.com/AladdinPersson/Machine-Learning-Collection/blob/master/ML/algorithms/logisticregression/logistic_regression.py)\n* [![Youtube Link][logo]](https://youtu.be/3trW5Lig7BU) \u0026nbsp; [Naive Bayes](https://github.com/AladdinPersson/Machine-Learning-Collection/blob/master/ML/algorithms/naivebayes/naivebayes.py) **- Gaussian Naive Bayes**\n* [![Youtube Link][logo]](https://youtu.be/QzAaRuDskyc) \u0026nbsp; [K-nearest neighbors](https://github.com/AladdinPersson/Machine-Learning-Collection/blob/master/ML/algorithms/knn/knn.py)\n* [![Youtube Link][logo]](https://youtu.be/W4fSRHeafMo) \u0026nbsp; [K-means clustering](https://github.com/AladdinPersson/Machine-Learning-Collection/blob/master/ML/algorithms/kmeans/kmeansclustering.py) \n* [![Youtube Link][logo]](https://youtu.be/gBTtR0bs-1k) \u0026nbsp; [Support Vector Machine](https://github.com/AladdinPersson/Machine-Learning-Collection/blob/master/ML/algorithms/svm/svm.py) **- Using CVXOPT**\n* [![Youtube Link][logo]](https://youtu.be/NJvojeoTnNM) \u0026nbsp; [Neural Network](https://github.com/AladdinPersson/Machine-Learning-Collection/blob/master/ML/algorithms/neuralnetwork/NN.py)\n* [Decision Tree](https://github.com/AladdinPersson/Machine-Learning-Collection/blob/master/ML/algorithms/decisiontree/decision_tree.py)\n\n## PyTorch Tutorials\nIf you have any specific video suggestion please make a comment on YouTube :)\n\n### Basics\n* [![Youtube Link][logo]](https://youtu.be/x9JiIFvlUwk) \u0026nbsp; [Tensor Basics](https://github.com/AladdinPersson/Machine-Learning-Collection/blob/master/ML/Pytorch/Basics/pytorch_tensorbasics.py)\n* [![Youtube Link][logo]](https://youtu.be/Jy4wM2X21u0) \u0026nbsp; [Feedforward Neural Network](https://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/Basics/pytorch_simple_fullynet.py)\n* [![Youtube Link][logo]](https://youtu.be/wnK3uWv_WkU) \u0026nbsp; [Convolutional Neural Network](https://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/Basics/pytorch_simple_CNN.py)\n* [![Youtube Link][logo]](https://youtu.be/Gl2WXLIMvKA) \u0026nbsp; [Recurrent Neural Network](https://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/Basics/pytorch_rnn_gru_lstm.py)\n* [![Youtube Link][logo]](https://youtu.be/jGst43P-TJA) \u0026nbsp; [Bidirectional Recurrent Neural Network](https://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/Basics/pytorch_bidirectional_lstm.py)\n* [![Youtube Link][logo]](https://youtu.be/g6kQl_EFn84) \u0026nbsp; [Loading and saving model](https://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/Basics/pytorch_loadsave.py)\n* [![Youtube Link][logo]](https://youtu.be/ZoZHd0Zm3RY) \u0026nbsp; [Custom Dataset (Images)](https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/Basics/custom_dataset)\n* [![Youtube Link][logo]](https://youtu.be/9sHcLvVXsns) \u0026nbsp; [Custom Dataset (Text)](https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/Basics/custom_dataset_txt)\n* [![Youtube Link][logo]](https://youtu.be/ks3oZ7Va8HU) \u0026nbsp; [Mixed Precision Training](https://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/Basics/pytorch_mixed_precision_example.py)\n* [![Youtube Link][logo]](https://youtu.be/4JFVhJyTZ44) \u0026nbsp; [Imbalanced dataset](https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/Basics/Imbalanced_classes)\n* [![Youtube Link][logo]](https://youtu.be/qaDe0qQZ5AQ) \u0026nbsp; [Transfer Learning and finetuning](https://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/Basics/pytorch_pretrain_finetune.py)\n* [![Youtube Link][logo]](https://youtu.be/Zvd276j9sZ8) \u0026nbsp; [Data augmentation using Torchvision](https://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/Basics/pytorch_transforms.py)\n* [![Youtube Link][logo]](https://youtu.be/rAdLwKJBvPM) \u0026nbsp; [Data augmentation using Albumentations](https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/Basics/albumentations_tutorial)\n* [![Youtube Link][logo]](https://youtu.be/RLqsxWaQdHE) \u0026nbsp; [TensorBoard Example](https://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/Basics/pytorch_tensorboard_.py)\n* [![Youtube Link][logo]](https://youtu.be/y6IEcEBRZks) \u0026nbsp; [Calculate Mean and STD of Images](https://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/Basics/pytorch_std_mean.py)\n* [![Youtube Link][logo]](https://youtu.be/RKHopFfbPao) \u0026nbsp; [Simple Progress bar](https://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/Basics/pytorch_progress_bar.py)\n* [![Youtube Link][logo]](https://youtu.be/1SZocGaCAr8) \u0026nbsp; [Deterministic Behavior](https://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/Basics/set_deterministic_behavior/pytorch_set_seeds.py)\n* [![Youtube Link][logo]](https://youtu.be/P31hB37g4Ak) \u0026nbsp; [Learning Rate Scheduler](https://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/Basics/pytorch_lr_ratescheduler.py) \n* [![Youtube Link][logo]](https://youtu.be/xWQ-p_o0Uik) \u0026nbsp; [Initialization of weights](https://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/Basics/pytorch_init_weights.py)\n\n\n### More Advanced\n* [![Youtube Link][logo]](https://youtu.be/WujVlF_6h5A) \u0026nbsp; [Text Generating LSTM](https://github.com/AladdinPersson/Machine-Learning-Collection/blob/master/ML/Projects/text_generation_babynames/generating_names.py)\n* [![Youtube Link][logo]](https://youtu.be/IHq1t7NxS8k) \u0026nbsp; [Semantic Segmentation w. U-NET](https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/image_segmentation/semantic_segmentation_unet)\n* [![Youtube Link][logo]](https://youtu.be/y2BaTt1fxJU) \u0026nbsp; [Image Captioning](https://github.com/AladdinPerzon/Machine-Learning-Collection/tree/master/ML/Pytorch/more_advanced/image_captioning)\n* [![Youtube Link][logo]](https://youtu.be/imX4kSKDY7s) \u0026nbsp; [Neural Style Transfer](https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/Pytorch/more_advanced/neuralstyle/nst.py)\n* [![Youtube Link][logo]](https://www.youtube.com/playlist?list=PLhhyoLH6IjfzxdlsLrclcCTsS8kIcfWJb) \u0026nbsp; [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)\n* [![Youtube Link][logo]](https://youtu.be/EoGUlvhRYpk) \u0026nbsp; [Seq2Seq](https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/Pytorch/more_advanced/Seq2Seq/seq2seq.py) **- Sequence to Sequence (LSTM)**\n* [![Youtube Link][logo]](https://youtu.be/sQUqQddQtB4) \u0026nbsp; [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)**\n* [![Youtube Link][logo]](https://youtu.be/M6adRGJe5cQ) \u0026nbsp; [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**\n* [![Youtube Link][logo]](https://youtu.be/U0s0f995w14) \u0026nbsp; [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**\n\n### Object Detection\n[Object Detection Playlist](https://youtube.com/playlist?list=PLhhyoLH6Ijfw0TpCTVTNk42NN08H6UvNq)\n* [![Youtube Link][logo]](https://youtu.be/XXYG5ZWtjj0) \u0026nbsp; [Intersection over Union](https://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/object_detection/metrics/iou.py) \n* [![Youtube Link][logo]](https://youtu.be/YDkjWEN8jNA) \u0026nbsp; [Non-Max Suppression](https://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/object_detection/metrics/nms.py)\n* [![Youtube Link][logo]](https://youtu.be/FppOzcDvaDI) \u0026nbsp; [Mean Average Precision](https://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/object_detection/metrics/mean_avg_precision.py)\n* [![Youtube Link][logo]](https://youtu.be/n9_XyCGr-MI) \u0026nbsp; [YOLOv1 from scratch](https://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/object_detection/YOLO)\n* [![Youtube Link][logo]](https://youtu.be/Grir6TZbc1M) \u0026nbsp; [YOLOv3 from scratch](https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/object_detection/YOLOv3)\n\n### Generative Adversarial Networks\n[GAN Playlist](https://youtube.com/playlist?list=PLhhyoLH6IjfwIp8bZnzX8QR30TRcHO8Va)\n\n* [![Youtube Link][logo]](https://youtu.be/OljTVUVzPpM) \u0026nbsp; [Simple FC GAN](https://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/GANs/1.%20SimpleGAN/fc_gan.py)\n* [![Youtube Link][logo]](https://youtu.be/IZtv9s_Wx9I) \u0026nbsp; [DCGAN](https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/GANs/2.%20DCGAN)\n* [![Youtube Link][logo]](https://youtu.be/pG0QZ7OddX4) \u0026nbsp; [WGAN](https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/GANs/3.%20WGAN)\n* [![Youtube Link][logo]](https://youtu.be/pG0QZ7OddX4) \u0026nbsp; [WGAN-GP](https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/GANs/4.%20WGAN-GP)\n* [![Youtube Link][logo]](https://youtu.be/SuddDSqGRzg) \u0026nbsp; [Pix2Pix](https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/GANs/Pix2Pix)\n* [![Youtube Link][logo]](https://youtu.be/4LktBHGCNfw) \u0026nbsp; [CycleGAN](https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/GANs/CycleGAN)\n* [![Youtube Link][logo]](https://youtu.be/nkQHASviYac) \u0026nbsp; [ProGAN](https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/GANs/ProGAN)\n* [SRGAN](https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/GANs/SRGAN)\n* [ESRGAN](https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/GANs/ESRGAN)\n* [StyleGAN](https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/GANs/StyleGAN) - NOTE: NOT DONE\n\n\n\n### Architectures\n* [![Youtube Link][logo]](https://youtu.be/fcOW-Zyb5Bo) \u0026nbsp; [LeNet5](https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/79f2e1928906f3cccbae6c024f3f79fd05262cd1/ML/Pytorch/CNN_architectures/lenet5_pytorch.py#L15-L35) **- CNN architecture**\n* [![Youtube Link][logo]](https://youtu.be/ACmuBbuXn20) \u0026nbsp; [VGG](https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/79f2e1928906f3cccbae6c024f3f79fd05262cd1/ML/Pytorch/CNN_architectures/pytorch_vgg_implementation.py#L16-L62) **- CNN architecture**\n* [![Youtube Link][logo]](https://youtu.be/uQc4Fs7yx5I) \u0026nbsp; [Inception v1](https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/Pytorch/CNN_architectures/pytorch_inceptionet.py) **- CNN architecture**\n* [![Youtube Link][logo]](https://youtu.be/DkNIBBBvcPs) \u0026nbsp; [ResNet](https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/Pytorch/CNN_architectures/pytorch_resnet.py) **- CNN architecture**\n* [![Youtube Link][logo]](https://youtu.be/fR_0o25kigM) \u0026nbsp; [EfficientNet](https://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/Pytorch/CNN_architectures/pytorch_efficientnet.py) **- CNN architecture**\n\n### PyTorch Lightning\n* [![Youtube Link][logo]](https://www.youtube.com/playlist?list=PLhhyoLH6IjfyL740PTuXef4TstxAK6nGP) \u0026nbsp; [Tutorial 1 - Introduction and starter code](https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/pytorch_lightning/1.%20start%20code)\n* [![Youtube Link][logo]](https://www.youtube.com/playlist?list=PLhhyoLH6IjfyL740PTuXef4TstxAK6nGP) \u0026nbsp; [Tutorial 2 - LightningModule](https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/pytorch_lightning/2.%20LightningModule)\n* [![Youtube Link][logo]](https://www.youtube.com/playlist?list=PLhhyoLH6IjfyL740PTuXef4TstxAK6nGP) \u0026nbsp; [Tutorial 3 - Trainer](https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/pytorch_lightning/3.%20Lightning%20Trainer)\n* [![Youtube Link][logo]](https://www.youtube.com/playlist?list=PLhhyoLH6IjfyL740PTuXef4TstxAK6nGP) \u0026nbsp; [Tutorial 4 - Metrics](https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/pytorch_lightning/4.%20Metrics)\n* [![Youtube Link][logo]](https://www.youtube.com/playlist?list=PLhhyoLH6IjfyL740PTuXef4TstxAK6nGP) \u0026nbsp; [Tutorial 5 - DataModule](https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/pytorch_lightning/5.%20DataModule)\n* [![Youtube Link][logo]](https://www.youtube.com/playlist?list=PLhhyoLH6IjfyL740PTuXef4TstxAK6nGP) \u0026nbsp; [Tutorial 6 - Code restructure](https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/pytorch_lightning/6.%20Restructuring)\n* [![Youtube Link][logo]](https://www.youtube.com/playlist?list=PLhhyoLH6IjfyL740PTuXef4TstxAK6nGP) \u0026nbsp; [Tutorial 7 - Callbacks](https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/pytorch_lightning/7.%20Callbacks)\n* [![Youtube Link][logo]](https://www.youtube.com/playlist?list=PLhhyoLH6IjfyL740PTuXef4TstxAK6nGP) \u0026nbsp; [Tutorial 8 - TensorBoard logging](https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/pytorch_lightning/8.%20Logging%20Tensorboard)\n* [![Youtube Link][logo]](https://www.youtube.com/playlist?list=PLhhyoLH6IjfyL740PTuXef4TstxAK6nGP) \u0026nbsp; [Tutorial 9 - Profiler](https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/pytorch_lightning/9.%20Profiler)\n* [![Youtube Link][logo]](https://www.youtube.com/playlist?list=PLhhyoLH6IjfyL740PTuXef4TstxAK6nGP) \u0026nbsp; [Tutorial 10 - Multi-GPU](https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/Pytorch/pytorch_lightning/10.%20Multi-GPU)\n \n\n## TensorFlow Tutorials\nIf you have any specific video suggestion please make a comment on YouTube :)\n\n### Beginner Tutorials\n* [![Youtube Link][logo]](https://youtu.be/5Ym-dOS9ssA) \u0026nbsp; Tutorial 1 - Installation, Video Only\n* [![Youtube Link][logo]](https://youtu.be/HPjBY1H-U4U) \u0026nbsp; [Tutorial 2 - Tensor Basics](https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/TensorFlow/Basics/tutorial2-tensorbasics.py)\n* [![Youtube Link][logo]](https://youtu.be/pAhPiF3yiXI) \u0026nbsp; [Tutorial 3 - Neural Network](https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/TensorFlow/Basics/tutorial3-neuralnetwork.py)\n* [![Youtube Link][logo]](https://youtu.be/WAciKiDP2bo) \u0026nbsp; [Tutorial 4 - Convolutional Neural Network](https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/TensorFlow/Basics/tutorial4-convnet.py)\n* [![Youtube Link][logo]](https://youtu.be/kJSUq1PLmWg) \u0026nbsp; [Tutorial 5 - Regularization](https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/TensorFlow/Basics/tutorial5-regularization.py)\n* [![Youtube Link][logo]](https://youtu.be/WAciKiDP2bo) \u0026nbsp; [Tutorial 6 - RNN, GRU, LSTM](https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/TensorFlow/Basics/tutorial6-rnn-gru-lstm.py)\n* [![Youtube Link][logo]](https://youtu.be/kJSUq1PLmWg) \u0026nbsp; [Tutorial 7 - Functional API](https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/TensorFlow/Basics/tutorial7-indepth-functional.py)\n* [![Youtube Link][logo]](https://youtu.be/WcZ_1IAH_nM) \u0026nbsp; [Tutorial 8 - Keras Subclassing](https://github.com/aladdinpersson/Machine-Learning-Collection/blob/master/ML/TensorFlow/Basics/tutorial8_keras_subclassing.py)\n* [![Youtube Link][logo]](https://youtu.be/cKMJDkWSDnY) \u0026nbsp; [Tutorial 9 - Custom Layers](https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/TensorFlow/Basics/tutorial9-custom-layers.py)\n* [![Youtube Link][logo]](https://youtu.be/idus3KO6Wic) \u0026nbsp; [Tutorial 10 - Saving and Loading Models](https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/TensorFlow/Basics/tutorial10-save-model.py)\n* [![Youtube Link][logo]](https://youtu.be/WJZoywOG1cs) \u0026nbsp; [Tutorial 11 - Transfer Learning](https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/TensorFlow/Basics/tutorial11-transfer-learning.py)\n* [![Youtube Link][logo]](https://youtu.be/YrMy-BAqk8k) \u0026nbsp; [Tutorial 12 - TensorFlow Datasets](https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/TensorFlow/Basics/tutorial12-tensorflowdatasets.py)\n* [![Youtube Link][logo]](https://youtu.be/8wwfVV7ixyY) \u0026nbsp; [Tutorial 13 - Data Augmentation](https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/TensorFlow/Basics/tutorial13-data-augmentation.py)\n* [![Youtube Link][logo]](https://youtu.be/WUzLJZCKNu4) \u0026nbsp; [Tutorial 14 - Callbacks](https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/TensorFlow/Basics/tutorial14-callbacks.py)\n* [![Youtube Link][logo]](https://youtu.be/S6tLSI8bjGs) \u0026nbsp; [Tutorial 15 - Custom model.fit](https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/TensorFlow/Basics/tutorial15-customizing-modelfit.py)\n* [![Youtube Link][logo]](https://youtu.be/_u7AVsxANes) \u0026nbsp; [Tutorial 16 - Custom Loops](https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/TensorFlow/Basics/tutorial16-customloops.py)\n* [![Youtube Link][logo]](https://youtu.be/k7KfYXXrOj0) \u0026nbsp; [Tutorial 17 - TensorBoard](https://github.com/AladdinPerzon/Machine-Learning-Collection/tree/master/ML/TensorFlow/Basics/tutorial17-tensorboard)\n* [![Youtube Link][logo]](https://youtu.be/q7ZuZ8ZOErE) \u0026nbsp; [Tutorial 18 - Custom Dataset Images](https://github.com/AladdinPerzon/Machine-Learning-Collection/tree/master/ML/TensorFlow/Basics/tutorial18-customdata-images)\n* [![Youtube Link][logo]](https://youtu.be/NoKvCREx36Q) \u0026nbsp; [Tutorial 19 - Custom Dataset Text](https://github.com/AladdinPerzon/Machine-Learning-Collection/tree/master/ML/TensorFlow/Basics/tutorial19-customdata-text)\n* [![Youtube Link][logo]](https://youtu.be/ea5Z1smiR3U) \u0026nbsp; [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**\n\n### CNN Architectures\n* [LeNet](https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/TensorFlow/CNN_architectures/LeNet5)\n* [AlexNet](https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/TensorFlow/CNN_architectures/AlexNet)\n* [VGG](https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/TensorFlow/CNN_architectures/VGGNet)\n* [GoogLeNet](https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/TensorFlow/CNN_architectures/GoogLeNet)\n* [ResNet](https://github.com/aladdinpersson/Machine-Learning-Collection/tree/master/ML/TensorFlow/CNN_architectures/ResNet)\n \n","funding_links":[],"categories":[],"sub_categories":[],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Faladdinpersson%2Fmachine-learning-collection","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Faladdinpersson%2Fmachine-learning-collection","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Faladdinpersson%2Fmachine-learning-collection/lists"}