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ML ライブラリの覚書き

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MLライブラリ(Python)

分野別

Deeplearning

Apache MXNet
Caffe/Caffe2
Chainer
Deeplearning4j
darch
deepnet
deepr
h2o
Keras
Microsoft Cognitive Toolkit
nnet
Pylearn2
PyTorch
TensorFlow
Theano

Network

NetworkX
hmmlearn
PyHTK

ベイズ

PyMC3
TensorFlow Probability
Pyro
Edward2
PyStan

時系列

Prophet
scipy.signal
statsmodels

クラスタリング

python-louvain
scipy.cluster.hierarchy
sklearn.cluster.*
sklearn.mixture.GaussianMixture
Somoclu

勾配ブースティング

LightGBM
sklearn.ensemble
XGBoost

ランダムフォレスト

sklearn.ensemble

SVM

LIBSVM
sklearn.svm

一般線形モデル

sklearn.linear_model.Ordinary Least Squares
sklearn.linear_model.Ridge
sklearn.linear_model.Lasso
sklearn.linear_model.Elastic Net

ロジスティック回帰

sklearn.linear_model

Kmean

Annoy
faiss
FLANN
sklearn.neighbors

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