深度学习/人工智能/机器学习资料汇总(Deep Learning/Artificial Intelligent/Machine Learning) 持续更新……
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README.md

README.md

Deep Learning【持续更新中】

新文章 * AI轻松学习版(短视频)

一 Python篇

基础环境

开发语言

实例练习

爬虫框架

二 深度学习篇

深度学习

算法概述

在线课程

(推荐吴恩达视频课程,内容深入浅出。其中1是网易免费版,尚无习题,如需要可在链接2注册获取。)

研究论文

TensorFlow

Caffe

Torch

keras

Deepmind

训练平台

辅助工具

场景应用

三 数学篇

导数/微积分

深度学习精简版

四 产业篇

重大政策

重要进展

产业新闻

附:TOP深度学习项目

最后更新(star5000+排序): 2018.01.27

Project Name Stars Description
TensorFlow 87240 Computation using data flow graphs for scalable machine learning.
TensorFlow Models 27191 Models built with TensorFlow.
Keras 24620 Deep Learning library for Python. Convnets, recurrent neural networks, and more. Runs on Theano and TensorFlow.
Caffe 22528 Caffe: a fast open framework for deep learning.
TensorFlow Examples 19669 TensorFlow tutorials and code examples for beginners.
Neural Style 15205 Torch implementation of neural style algorithm.
CNTK 13701 Computational Network Toolkit (CNTK).
MXNet 12883 Lightweight, Portable, Flexible Distributed/Mobile Deep Learning with Dynamic, Mutation-aware Dataflow Dep Scheduler; for Python, R, Julia, Scala, Go, Javascript and more.
Deep Dream 10923 Deep Dream.
OpenAI Gym 9789 A toolkit for developing and comparing reinforcement learning algorithms.
OpenFace 9080 Face recognition with deep neural networks.
ConvNet JS 8658 Deep Learning in Javascript. Train Convolutional Neural Networks (or ordinary ones) in your browser.
Magenta 8563 Magenta: Music and Art Generation with Machine Intelligence
Roc AlphaGo 8465 An independent, student-led replication of DeepMind's 2016 Nature publication, "Mastering the game of Go with deep neural networks and tree search" (Nature 529, 484-489, 28 Jan 2016).
Neural Doodle 8312 Turn your two-bit doodles into fine artworks with deep neural networks, generate seamless textures from photos, transfer style from one image to another, perform example-based upscaling, but wait... there's more! (An implementation of Semantic Style Transfer.)
deeplearning4j 8173 Deep Learning for Java, Scala & Clojure on Hadoop, Spark.
Theano 7696 Theano is a Python library that allows you to define, optimize, and evaluate mathematical expressions involving multi-dimensional arrays efficiently. It can use GPUs and perform efficient symbolic differentiation.
Torch 7633 Torch7, Deep Learning Library.
TFLearn 7527 Deep learning library featuring a higher-level API for TensorFlow.
Char RNN 7343 Multi-layer Recurrent Neural Networks (LSTM, GRU, RNN) for character-level language models in Torch.
TensorFlow Playground 6181 Play with neural networks!
Synaptic 5725 architecture-free neural network library for node.js and the browser
Nupic 5457 Numenta Platform for Intelligent Computing: a brain-inspired machine intelligence platform, and biologically accurate neural network based on cortical learning algorithms.
Leaf 5179 Open Machine Intelligence Framework for Hackers.