• Stars
    star
    118
  • Rank 299,923 (Top 6 %)
  • Language
    Python
  • License
    MIT License
  • Created over 6 years ago
  • Updated over 2 years ago

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Repository Details

Models and examples built with Chainer

Chainer Models

This repository contains a number of models implemented in Chainer.

Contributing guidelines

If you have created a model, please send us a pull request. For those just getting started with pull requests, GitHub has a howto.

We have a list of candidate papers to implement: https://github.com/chainer/models/projects/1

Models

  • Averaging Weights Leads to Wider Optima and Better Generalization [code] [paper]
  • Snapshot Ensembles: Train 1, get M for free [paper] [code]
  • Compressing Word Embeddings via Deep Compositional Code Learning [paper] [code]
  • Simple Does It: Weakly Supervised Instance and Semantic Segmentation [paper] [code]
  • Mixture Density Networks [article] [code]
  • GradNorm: Gradient Normalization for Adaptive Loss Balancing in Deep Multitask Networks [paper] [code]
  • Improving Language Understanding by Generative Pre-Training [article] [code]
  • BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding [paper] [code]
  • Deep contextualized word representations [paper] [code]
  • Adversarial Training Methods for Semi-Supervised Text Classification [paper] [code]
  • Multi-label image classification [code]
  • Real-Time Seamless Single Shot 6D Object Pose Prediction [paper] [code]
  • Neural Relational Inference for Interacting Systems [paper] [code]
  • SiamRPN and SiamMask [paper] [code]
  • Learning to learn by gradient descent by gradient descent [paper] [code]
  • Attention is all you need [paper] [code]

License

MIT License (see LICENSE file).