{"id":13441024,"url":"https://github.com/yunjey/pytorch-tutorial","last_synced_at":"2025-05-11T05:49:02.179Z","repository":{"id":37251607,"uuid":"84533158","full_name":"yunjey/pytorch-tutorial","owner":"yunjey","description":"PyTorch Tutorial for Deep Learning Researchers","archived":false,"fork":false,"pushed_at":"2023-08-15T10:17:50.000Z","size":13110,"stargazers_count":31241,"open_issues_count":89,"forks_count":8199,"subscribers_count":625,"default_branch":"master","last_synced_at":"2025-05-11T05:48:58.053Z","etag":null,"topics":["deep-learning","neural-networks","pytorch","pytorch-tutorial"],"latest_commit_sha":null,"homepage":"","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/yunjey.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null}},"created_at":"2017-03-10T07:41:47.000Z","updated_at":"2025-05-11T05:30:39.000Z","dependencies_parsed_at":"2022-07-13T18:21:08.512Z","dependency_job_id":"99cdc877-7191-4007-8636-94a2cea78949","html_url":"https://github.com/yunjey/pytorch-tutorial","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/yunjey%2Fpytorch-tutorial","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/yunjey%2Fpytorch-tutorial/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/yunjey%2Fpytorch-tutorial/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/yunjey%2Fpytorch-tutorial/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/yunjey","download_url":"https://codeload.github.com/yunjey/pytorch-tutorial/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":253523732,"owners_count":21921818,"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":["deep-learning","neural-networks","pytorch","pytorch-tutorial"],"created_at":"2024-07-31T03:01:29.015Z","updated_at":"2025-05-11T05:49:02.162Z","avatar_url":"https://github.com/yunjey.png","language":"Python","readme":"\u003cp align=\"center\"\u003e\u003cimg width=\"40%\" src=\"logo/pytorch_logo_2018.svg\" /\u003e\u003c/p\u003e\n\n--------------------------------------------------------------------------------\n\nThis repository provides tutorial code for deep learning researchers to learn [PyTorch](https://github.com/pytorch/pytorch). In the tutorial, most of the models were implemented with less than 30 lines of code. Before starting this tutorial, it is recommended to finish [Official Pytorch Tutorial](http://pytorch.org/tutorials/beginner/deep_learning_60min_blitz.html).\n\n\n\u003cbr/\u003e\n\n## Table of Contents\n\n#### 1. Basics\n* [PyTorch Basics](https://github.com/yunjey/pytorch-tutorial/tree/master/tutorials/01-basics/pytorch_basics/main.py)\n* [Linear Regression](https://github.com/yunjey/pytorch-tutorial/tree/master/tutorials/01-basics/linear_regression/main.py#L22-L23)\n* [Logistic Regression](https://github.com/yunjey/pytorch-tutorial/tree/master/tutorials/01-basics/logistic_regression/main.py#L33-L34)\n* [Feedforward Neural Network](https://github.com/yunjey/pytorch-tutorial/tree/master/tutorials/01-basics/feedforward_neural_network/main.py#L37-L49)\n\n#### 2. Intermediate\n* [Convolutional Neural Network](https://github.com/yunjey/pytorch-tutorial/tree/master/tutorials/02-intermediate/convolutional_neural_network/main.py#L35-L56)\n* [Deep Residual Network](https://github.com/yunjey/pytorch-tutorial/tree/master/tutorials/02-intermediate/deep_residual_network/main.py#L76-L113)\n* [Recurrent Neural Network](https://github.com/yunjey/pytorch-tutorial/tree/master/tutorials/02-intermediate/recurrent_neural_network/main.py#L39-L58)\n* [Bidirectional Recurrent Neural Network](https://github.com/yunjey/pytorch-tutorial/tree/master/tutorials/02-intermediate/bidirectional_recurrent_neural_network/main.py#L39-L58)\n* [Language Model (RNN-LM)](https://github.com/yunjey/pytorch-tutorial/tree/master/tutorials/02-intermediate/language_model/main.py#L30-L50)\n\n#### 3. Advanced\n* [Generative Adversarial Networks](https://github.com/yunjey/pytorch-tutorial/blob/master/tutorials/03-advanced/generative_adversarial_network/main.py#L41-L57)\n* [Variational Auto-Encoder](https://github.com/yunjey/pytorch-tutorial/blob/master/tutorials/03-advanced/variational_autoencoder/main.py#L38-L65)\n* [Neural Style Transfer](https://github.com/yunjey/pytorch-tutorial/tree/master/tutorials/03-advanced/neural_style_transfer)\n* [Image Captioning (CNN-RNN)](https://github.com/yunjey/pytorch-tutorial/tree/master/tutorials/03-advanced/image_captioning)\n\n#### 4. Utilities\n* [TensorBoard in PyTorch](https://github.com/yunjey/pytorch-tutorial/tree/master/tutorials/04-utils/tensorboard)\n\n\n\u003cbr/\u003e\n\n## Getting Started\n```bash\n$ git clone https://github.com/yunjey/pytorch-tutorial.git\n$ cd pytorch-tutorial/tutorials/PATH_TO_PROJECT\n$ python main.py\n```\n\n\u003cbr/\u003e\n\n## Dependencies\n* [Python 2.7 or 3.5+](https://www.continuum.io/downloads)\n* [PyTorch 0.4.0+](http://pytorch.org/)\n\n\n\n\n","funding_links":[],"categories":["Table of Contents","HarmonyOS","Python","PyTorch学习教程、手册","Tutorials \u0026 books \u0026 examples｜教程 \u0026 书籍 \u0026 示例","\u003e 20K ⭐️","Tutorials, books, \u0026 examples","Python (1887)","GitHub","推荐教程","A01_机器学习教程","Tutorials","Repos","PyTorch","Buzz-Words","Tutorials \u0026 Examples","Pytorch Tutorial"],"sub_categories":["Tutorials","Windows Manager","Other libraries｜其他库:","Other libraries:","Misc","Machine Learning","English"],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fyunjey%2Fpytorch-tutorial","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fyunjey%2Fpytorch-tutorial","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fyunjey%2Fpytorch-tutorial/lists"}