Machine Learning Skill Set

机器学习技能图谱

主要作者：@徐英凯｜闪银机器学习工程师
审校顾问：@卢誉声｜Autodesk 软件研发工程师、@高扬｜欢聚时代资深大数据技术专家、@罗远飞｜第四范式机器学习工程师

Toolbox

• C/C++
  • Vowpal Wabbit
  • MultiBoost
  • Shogun
• Java
  • Mahout
  • Weka
  • Mallet
  • JSAT
• Python
  • Scikit-learn
  • PyBrain
  • nltk
  • Theano
  • Pylearn2
  • MDP
  • Orange
  • milk
  • pyml
  • Numpy
• R
• Julia
• Matlab

Real-time Computation Paltform

• Spark
  • MLlib
• Hurricane
  • SewedBlAS
• Storm
• Heron

Algorithms

Supervised Learning

• Regression
  • Generalized Linear Regression
  • Gaussian Processes
  • Isotonic Regression
• Classification
  • Support Vector Machines (SVM)
  • Linear and Quadratic Discriminant Analysis
  • Decision Trees
  • K Nearest Neighbors
  • Naive 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

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

Model Selection and Evaluation

• Cross-validation
• Grid Search
• Model Evaluation
• Model Persistence
• Validation Curves

Frameworks

• TensorFlow
• Caffe2/Caffe
• Theano
• Torch
• Chainer
• OpenBLAS
• CUDA
• CUDNN