来自Keras作者(英文):
中文资源:
Keras 深度学习框架相关资源
这里是基于Keras的相关资源(来自于作者François Chollet,本人翻译追加了部分中文资源),包括教程和源码、第三方库、应用项目等的链接。如果您有高质量的资源,欢迎分享。
Keras 快速入门
- - Keras 文档(中文:)
Keras 教程
- Introduction to Keras, from University of Waterloo: -
- Introduction to Deep Learning with Keras, from CERN: -
代码例程
文本处理
影像处理
- ResNet 50 (with pre-trained weights): -
- Variational Autoencoder: -
- Wide Residual Networks (with pre-trained weights): -
可视化应用
- Style transfer: -
- : Generate image analogies using neural matching and blending.
- GAN / DCGAN: - -
强化学习
- : Tensorflow + Keras + OpenAI Gym implementation of 1-step Q Learning from "Asynchronous Methods for Deep Reinforcement Learning"
- : A library for state-of-the-art reinforcement learning. Integrates with OpenAI Gym and implements DQN, double DQN, Continuous DQN, and DDPG.
混合架构蓝皮书
第三方支持库
- : Distributed Deep Learning with Keras & Spark
- : Hyperparameter optimization
- : in-browser metrics dashboard for Keras models
- : reinforcement learning with Keras and OpenAI Gym
- : reinforcement learning add-on for Keras
- : Sequence to Sequence Learning with Keras
- : Keras extras
- : Language modeling tools for Keras
基于Keras的项目
- : An independent, student-led replication of DeepMind's 2016 Nature publication, "Mastering the game of Go with deep neural networks and tree search"
- : Deep learning driven jazz generation using Keras
- : Semantic Text Similarity Dataset Hub
- : Independent implementation of attention model for textual entailment from the paper .
- : independent implementation of