base on A set of examples around pytorch in Vision, Text, Reinforcement Learning, etc. # PyTorch Examples  https://pytorch.org/examples/ `pytorch/examples` is a repository showcasing examples of using [PyTorch](https://github.com/pytorch/pytorch). The goal is to have curated, short, few/no dependencies _high quality_ examples that are substantially different from each other that can be emulated in your existing work. - For tutorials: https://github.com/pytorch/tutorials - For changes to pytorch.org: https://github.com/pytorch/pytorch.github.io - For a general model hub: https://pytorch.org/hub/ or https://huggingface.co/models - For recipes on how to run PyTorch in production: https://github.com/facebookresearch/recipes - For general Q&A and support: https://discuss.pytorch.org/ ## Available models - [Image classification (MNIST) using Convnets](./mnist/README.md) - [Word-level Language Modeling using RNN and Transformer](./word_language_model/README.md) - [Training Imagenet Classifiers with Popular Networks](./imagenet/README.md) - [Generative Adversarial Networks (DCGAN)](./dcgan/README.md) - [Variational Auto-Encoders](./vae/README.md) - [Superresolution using an efficient sub-pixel convolutional neural network](./super_resolution/README.md) - [Hogwild training of shared ConvNets across multiple processes on MNIST](mnist_hogwild) - [Training a CartPole to balance in OpenAI Gym with actor-critic](./reinforcement_learning/README.md) - [Natural Language Inference (SNLI) with GloVe vectors, LSTMs, and torchtext](snli) - [Time sequence prediction - use an LSTM to learn Sine waves](./time_sequence_prediction/README.md) - [Implement the Neural Style Transfer algorithm on images](./fast_neural_style/README.md) - [Reinforcement Learning with Actor Critic and REINFORCE algorithms on OpenAI gym](./reinforcement_learning/README.md) - [PyTorch Module Transformations using fx](./fx/README.md) - Distributed PyTorch examples with [Distributed Data Parallel](./distributed/ddp/README.md) and [RPC](./distributed/rpc) - [Several examples illustrating the C++ Frontend](cpp) - [Image Classification Using Forward-Forward](./mnist_forward_forward/README.md) - [Language Translation using Transformers](./language_translation/README.md) Additionally, a list of good examples hosted in their own repositories: - [Neural Machine Translation using sequence-to-sequence RNN with attention (OpenNMT)](https://github.com/OpenNMT/OpenNMT-py) ## Contributing If you'd like to contribute your own example or fix a bug please make sure to take a look at [CONTRIBUTING.md](CONTRIBUTING.md). ", Assign "at most 3 tags" to the expected json: {"id":"4471","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"