{"id":19876963,"url":"https://github.com/eurus-holmes/lis-ynp","last_synced_at":"2025-05-02T12:30:41.915Z","repository":{"id":44373866,"uuid":"140014767","full_name":"Eurus-Holmes/LIS-YNP","owner":"Eurus-Holmes","description":":crystal_ball: Life is short, you need PyTorch.","archived":false,"fork":false,"pushed_at":"2019-12-18T15:16:01.000Z","size":13130,"stargazers_count":133,"open_issues_count":0,"forks_count":29,"subscribers_count":5,"default_branch":"master","last_synced_at":"2023-11-07T17:04:25.650Z","etag":null,"topics":["examples","models","pytorch","tutorials"],"latest_commit_sha":null,"homepage":"https://chenfeiyang.top/LIS-YNP/","language":"Jupyter Notebook","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/Eurus-Holmes.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":".github/FUNDING.yml","license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null},"funding":{"github":null,"patreon":null,"open_collective":null,"ko_fi":null,"tidelift":null,"community_bridge":null,"liberapay":null,"issuehunt":null,"otechie":null,"custom":null}},"created_at":"2018-07-06T17:47:25.000Z","updated_at":"2023-10-26T10:14:45.000Z","dependencies_parsed_at":"2022-07-12T20:10:30.630Z","dependency_job_id":null,"html_url":"https://github.com/Eurus-Holmes/LIS-YNP","commit_stats":null,"previous_names":[],"tags_count":0,"template":null,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Eurus-Holmes%2FLIS-YNP","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Eurus-Holmes%2FLIS-YNP/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Eurus-Holmes%2FLIS-YNP/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Eurus-Holmes%2FLIS-YNP/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/Eurus-Holmes","download_url":"https://codeload.github.com/Eurus-Holmes/LIS-YNP/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":224309549,"owners_count":17290210,"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":["examples","models","pytorch","tutorials"],"created_at":"2024-11-12T16:34:53.007Z","updated_at":"2024-11-12T16:34:53.726Z","avatar_url":"https://github.com/Eurus-Holmes.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# LIS-YNP (Life Is Short-You Need Pytorch)\r\n\r\n![build](https://img.shields.io/badge/build-passing-brightgreen.svg)\r\n![license](https://img.shields.io/badge/License-MIT-brightgreen.svg)\r\n![prs](https://img.shields.io/badge/PRs-welcome-brightgreen.svg)\r\n\r\nBased on [Official Pytorch Tutorial](https://pytorch.org/tutorials/) and [yunjey's pytorch-tutorial](https://github.com/yunjey/pytorch-tutorial), this repository provides tutorial code for deep learning researchers to learn [PyTorch](https://github.com/pytorch/pytorch) :octocat:. \r\n\r\nThere is also a [PyTorch tutorial](https://github.com/spro/practical-pytorch) demonstrating modern techniques with readable code :ghost:.\r\n\r\nIf you are looking for some fun projects including neural talk, neural style, poem writing, anime generation and so on, you can read [pytorch-book](https://github.com/chenyuntc/pytorch-book) :squirrel:.\r\n\r\nOf course, anything on github has its own \"**Awesome**\" :full_moon_with_face:. The [Awesome-pytorch-list](https://github.com/bharathgs/Awesome-pytorch-list) collected different models, implementations, helper libraries, tutorials, etc :gift_heart:.\r\n\r\nAll in all, ***Life Is Short, You Need Pytorch*** :innocent:. \r\n\r\n\r\n\u003cbr/\u003e\r\n\r\n# Table of Contents\r\n\r\n### 1. Basics\r\n* [Getting Started](https://github.com/Eurus-Holmes/LIS-YNP/blob/master/tutorials/01-basics/Getting_Started.ipynb)\r\n* [Autograd](https://github.com/Eurus-Holmes/LIS-YNP/blob/master/tutorials/01-basics/Autograd.ipynb)\r\n* [PyTorch Basics](https://github.com/Eurus-Holmes/LIS-YNP/tree/master/tutorials/01-basics/pytorch_basics/main.py)\r\n* [Linear Regression](https://github.com/Eurus-Holmes/LIS-YNP/tree/master/tutorials/01-basics/linear_regression/main.py#L22-L23)\r\n* [Logistic Regression](https://github.com/Eurus-Holmes/LIS-YNP/tree/master/tutorials/01-basics/logistic_regression/main.py#L33-L34)\r\n* [Feedforward Neural Network](https://github.com/Eurus-Holmes/LIS-YNP/tree/master/tutorials/01-basics/feedforward_neural_network/main.py#L37-L49)\r\n* [Neural Networks](https://github.com/Eurus-Holmes/LIS-YNP/blob/master/tutorials/01-basics/Neural_Networks.ipynb)\r\n* [Optional Data Parallelism](https://github.com/Eurus-Holmes/LIS-YNP/blob/master/tutorials/01-basics/Optional_Data_Parallelism.ipynb)\r\n\r\n### 2. Intermediate\r\n* [Training a Classifier](https://github.com/Eurus-Holmes/LIS-YNP/blob/master/tutorials/02-intermediate/Training_a_Classifier.ipynb)\r\n* [Convolutional Neural Network](https://github.com/Eurus-Holmes/LIS-YNP/tree/master/tutorials/02-intermediate/convolutional_neural_network/main.py#L35-L56)\r\n* [Deep Residual Network](https://github.com/Eurus-Holmes/LIS-YNP/tree/master/tutorials/02-intermediate/deep_residual_network/main.py#L76-L113)\r\n* [Recurrent Neural Network](https://github.com/Eurus-Holmes/LIS-YNP/tree/master/tutorials/02-intermediate/recurrent_neural_network/main.py#L39-L58)\r\n* [Bidirectional Recurrent Neural Network](https://github.com/Eurus-Holmes/LIS-YNP/tree/master/tutorials/02-intermediate/bidirectional_recurrent_neural_network/main.py#L39-L58)\r\n* [Language Model (RNN-LM)](https://github.com/Eurus-Holmes/LIS-YNP/tree/master/tutorials/02-intermediate/language_model/main.py#L30-L50)\r\n\r\n### 3. Advanced\r\n* [Chatbot](https://github.com/Eurus-Holmes/LIS-YNP/blob/master/tutorials/03-advanced/chatbot/chatbot_tutorial.ipynb)\r\n* [Finetuning Torchvision Models](https://github.com/Eurus-Holmes/LIS-YNP/blob/master/tutorials/03-advanced/finetuning_torchvision_models/finetuning_torchvision_models_tutorial.ipynb)\r\n* [Generative Adversarial Networks](https://github.com/Eurus-Holmes/LIS-YNP/blob/master/tutorials/03-advanced/generative_adversarial_network/main.py#L41-L57)\r\n* [Image Captioning (CNN-RNN)](https://github.com/Eurus-Holmes/LIS-YNP/tree/master/tutorials/03-advanced/image_captioning)\r\n* [Neural Style Transfer](https://github.com/Eurus-Holmes/LIS-YNP/tree/master/tutorials/03-advanced/neural_style_transfer)\r\n* [NMT (Seq2Seq+Attention)](https://github.com/Eurus-Holmes/LIS-YNP/blob/master/tutorials/03-advanced/nmt/seq2seq_attention_nmt.ipynb)\r\n* [Object Detection Finetuning](https://github.com/Eurus-Holmes/LIS-YNP/blob/master/tutorials/03-advanced/object_detection_finetuning/torchvision_finetuning_instance_segmentation.py)\r\n* [Spatial Transformer Networks](https://github.com/Eurus-Holmes/LIS-YNP/blob/master/tutorials/03-advanced/spatial_transformer_network/spatial_transformer_tutorial.ipynb)\r\n* [Variational Auto-Encoder](https://github.com/Eurus-Holmes/LIS-YNP/blob/master/tutorials/03-advanced/variational_autoencoder/main.py#L38-L65)\r\n* [Meta-Learning](https://github.com/Eurus-Holmes/LIS-YNP/tree/master/tutorials/03-advanced/meta-learning)\r\n\r\n\r\n\r\n### 4. Utilities\r\n* [OpCounter](https://github.com/Eurus-Holmes/LIS-YNP/blob/master/tutorials/04-utils/OpCounter)\r\n* [TensorBoard in PyTorch](https://github.com/Eurus-Holmes/LIS-YNP/tree/master/tutorials/04-utils/tensorboard)\r\n* [TensorWatch](https://github.com/Eurus-Holmes/LIS-YNP/tree/master/tutorials/04-utils/tensorwatch)\r\n\r\n\r\n\r\n# License\r\n\r\nSee the [LICENSE](https://github.com/Eurus-Holmes/LIS-YNP/blob/master/LICENSE) file for this repository's licensing.\r\n\r\n\r\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Feurus-holmes%2Flis-ynp","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Feurus-holmes%2Flis-ynp","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Feurus-holmes%2Flis-ynp/lists"}