一份包含深度学习框架、AI工具/库、机器学习工具/库、NLP工具/库、CV工具/库的汇总,并附有说明文档(有些是中英文文档都有)。之所以附带文档而不是源码,有两方面原因:先看文档,找出最适合自己的一个或两个(太多没必要,同类别工具如果熟练使用一两个基本就能搞定自己所有的工作);在开发过程中,一份好的文档可以让你事半功倍。
不论你是做工程还是做学术,都适合:很多库非常强大,可以跟其他库、规则、模型相组合(甚至不同语言和平台的都可组合),适合做工程;很多库开发很快、小而全,适合学术方面快速应用。
深度学习框架:
TensorFlow: TensorFlow官方中文文档www.tensorflow.org/tutorials/
TensorFlow:TensorFlow中文社区www.tensorfly.cn/
Theano: Theano最权威的文档deeplearning.net/software/theano/
Theano: Theano比较好的中文文档www.ctolib.com/docs/sfile/theano-docs/1.html
Keras:英文文档keras.io/
Keras:中文文档keras-cn.readthedocs.io/en/latest/
PyTorch:英文文档pytorch.org/docs/stable/index.html
PyTorch:中文文档pytorch-cn.readthedocs.io/zh/latest/
Torch:英文文档torch.ch/docs/getting-started.html
Torch:中文文档pytorch-cn.readthedocs.io/zh/latest/
MXNet:英文文档mxnet.apache.org/
MXNet:中文文档mxnet-tqchen.readthedocs.io/en/latest/zh/
PaddlePaddle:英文文档www.paddlepaddle.org/en
PaddlePaddle:中文文档www.paddlepaddle.org/zh
Caffe: 英文文档caffe.berkeleyvision.org/
Caffe: 中文文档www.coursehero.com/file/23763064/Caffe%25E4%25B8%25AD%25E6%2596%2587%25E6%2596%2587%25E6%25A1%25A3caffecncn/
Caffe2: 官方英文文档caffe2.ai/docs/getting-started.html%3Fplatform%3Dwindows%26configuration%3Dcompile
Caffe2:中文文档docs.aws.amazon.com/zh_cn/dlami/latest/devguide/tutorial-caffe2.html
CNTK: CNTK官方文档docs.microsoft.com/en-us/cognitive-toolkit/
CNTK: 中文文档github.com/killf/CNTKDoc/blob/master/Index.md
Chainer: 官方英文文档docs.chainer.org/en/stable/
Chainer: 中文文档chainer.honoka.cc/doc-cn
Neon: 官方英文文档neon.nervanasys.com/index.html/
Deeplearning4j:官方英文文档deeplearning4j.org/
Deeplearning4j:中文文档deeplearning4j.org/cn/index.html
AI相关开源工具/库:
EasyAI:官方文档zulko.github.io/easyAI/
SimpleAI:官方文档pypi.org/project/simpleai/
AutoML:官方文档www.ml4aad.org/automl/
Tensorboard:官方中文文档www.tensorflow.org/guide/summaries_and_tensorboard
MDP-Toolkit:官方文档mdp-toolkit.sourceforge.net/
PyML:官方文档pyml.sourceforge.net/
DMTK:官方文档www.dmtk.io/
XGBoost:官方中文文档xgboost.apachecn.org/%23/
OpenNN:官方文档www.opennn.net/documentation/
Oryx 2:官方文档oryx.io/
LightGBM:官方中文文档lightgbm.apachecn.org/%23/
PredictionIO:官方文档predictionio.apache.org/
SystemML:官方文档systemml.apache.org/
Gensim: 官方文档radimrehurek.com/gensim/index.html
Pyro:官方文档pyro.ai/
Matplotlib: Matplotlib官方文档matplotlib.org/tutorials/index.html
Scipy:官方文档www.scipy.org/
NumPy: NumPy官方文档www.numpy.org/
MagNet:内含文档github.com/MagNet-DL/magnet
Pandas: pandas官方文档pandas.pydata.org/pandas-docs/stable/
PyBrain: 官方文档pybrain.org/docs/
Pylearn2: 官方文档deeplearning.net/software/pylearn2/
Serving:官方文档www.tensorflow.org/serving/
Seaborn: Seaborn官方文档seaborn.pydata.org/
scikit-learn: 官方文档scikit-learn.org/stable/documentation.html
MLBase:官方文档www.mlbase.org/
MLlib:官方文档spark.apache.org/mllib/
Mahout:官方文档mahout.apache.org/
ONNX Model Zoo:内含文档github.com/onnx/models
Dlib: 官方文档dlib.net/
Statsmodels: 官方文档www.statsmodels.org/stable/index.html
OpenNRE:内含文档github.com/thunlp/OpenNRE
TFMA:内含文档github.com/tensorflow/model-analysis
Auto-sklearn:官方文档automl.github.io/auto-sklearn/stable/
spaCy:官方文档github.com/proycon/foliadocserve
Polyglot:官方文档pypi.org/project/polyglot/
Dopamine:内含文档github.com/google/dopamine
MontyLingua:官方文档alumni.media.mit.edu/%7Ehugo/montylingua/
TransmogrifAI:内含文档github.com/salesforce/TransmogrifAI
BLLIP Parser:官方文档pypi.org/project/bllipparser/
pyDatalog:官方文档pypi.org/project/pyDatalog/
GraphPipe:内含文档github.com/oracle/graphpipe
Texar:内含文档github.com/asyml/texar
NLP:
AllenNLP:官方文档allennlp.org/
pyLTP:官方文档pypi.org/project/pyltp/
CoreNLP:官方文档stanfordnlp.github.io/CoreNLP/
THULAC :包含文档thulac.thunlp.org/
NLPIR :包含文档github.com/NLPIR-team/NLPIR
LTP :包含文档github.com/HIT-SCIR/ltp
OpenNLP :包含文档opennlp.apache.org/
FudanNLP :包含文档github.com/FudanNLP/fnlp
Lac-BaiDu:包含文档github.com/baidu/lac
NLTK:官方文档www.nltk.org/
Textacy :包含文档www.nltk.org/
DeepNLP:包含文档github.com/chartbeat-labs/textacy
Poplar:包含文档github.com/synyi/poplar
Pattern:官方文档www.clips.uantwerpen.be/pages/pattern-dev
spaCy :包含文档spacy.io/
TextBlob:官方文档textblob.readthedocs.io/en/dev/
Chinese-Annotator :包含文档[urlhttp://=github.com/crownpku/Chinese-Annotator]github.com/crownpku/Chinese-Annotator[/url]
PyNLPI:官方文档pynlpl.readthedocs.io/en/latest/
HanNLP:官方文档github.com/hankcs/HanLP/blob/master/README.md
Quepy:官方文档quepy.readthedocs.io/en/latest/tutorial.html
chinese_nlp :包含文档github.com/taozhijiang/chinese_nlp
Jieba:官方文档pypi.org/project/jieba/
TextGrocery:官方文档textgrocery.readthedocs.io/zh/latest/
SnowNLP:官方文档github.com/isnowfy/snownlp
YaYaNLP :包含文档github.com/Tony-Wang/YaYaNLP
NLP.js:内含文档github.com/axa-group/nlp.js
小明NLP:包含文档github.com/SeanLee97/xmnlp
CV
Face Recognition:中文文档github.com/ageitgey/face_recognition/blob/master/README_Simplified_Chinese.md
OpenCV:包含文档github.com/opencv
Faceservice.cgi:内含文档code.google.com/archive/p/faceservice
Asmlibrary:英文文档code.google.com/archive/p/asmlibrary/wikis
pyOpenCV:英文文档code.google.com/archive/p/pyopencv/wikis
LTI-Lib:内含文档ltilib.sourceforge.net/doc/html/index.shtml
GShow:内含文档code.google.com/archive/p/gshow/
QMotion:内含文档slist.lilotux.net/linux/qmotion/index_en.html
OpenPR:内含文档www.openpr.org.cn/
Hand-Gesture-Detection:内含文档code.google.com/archive/p/hand-gesture-detection/
jViolajones:内含文档www.oschina.net/2018-shenzhen-ceremony%3Forigin%3Ddl2%26from%3Ddl2
OpenVSS:内含文档code.google.com/archive/p/openvss/
JavaCV:内含文档github.com/bytedeco/javacv
cvBlob:内含文档code.google.com/archive/p/cvblob/
QMotion:内含文档slist.lilotux.net/linux/qmotion/index_en.html
VideoMan:内含文档videomanlib.sourceforge.net/
QVision:内含文档qvision.sourceforge.net/code.google.com/archive/p/mcvai-tracking/
Mcvai-tracking:内含文档code.google.com/archive/p/mcvai-tracking/