机器学习技能图谱

Toolbox

C/C++	Vowpal wabbit	MultiBoost	Shogun
Java	Mahout	Weka	Mallet	JSAT
Python	Scikit-learn	Pybrain	nltk	Theano	Pylearn2	MDP	Orange	milk	pyrnl	Numpy
R
Matlab
Julia

Real-Time Computation Platform

Spark	MLlib
Hurricane	SewedBIAS
Storm
Heron

 Model selection and evaluation

Corss-validation

Grid Search

Model Evaluation

Model Persistence

Validation Curves

Frameworks 

Tensorflow	Caffe/Caffe2	Teano	Torch
Chainer	OpenBLAS	CUDA	CUDNN

Algorithms

Supervised Learning

Regression 

Generalized Linear Regression

Gaussian Processes

lsotonic Regression

Classification 

Support Vector Machines (SVM)	Linear and Quadratic Discriminant Analysis	Decision Trees
K Nearest Neighbors	Nalve Bayes	Neural Networks
Ensemble Methods	Kernel Approximation	Adaboost

Unsupervised Learning 

 Clustering

K-Means	Gaussian Mixture Models	Spectral Clustering	Manifold Learning
Hierarchical Clustering	Affinity Propagation	DBSCAN	Birch

 Dimensionality Reduction

Principal Component Analysis	Linear Discriminant Analysis	Locally linear embedding	Laplacian Eigenmaps
Isomap	Spectral Embedding	Feature Agglomeration	Kernel Approximation

Reinforcement Learning 

Markov Decision Processes

Q-Learning

Sarsa

A-Learning

Deep Learning

Convolutional Neural Network (CNN)	Restricted Boltzmann Machines	Recurrent Neural Network (RNN)
		Long Short Term Memory