機器學(xué)習(xí)技能圖譜
主要作者：@徐英凱｜閃銀機器學(xué)習(xí)工程師
審校顧問：@盧譽聲｜Autodesk 軟件研發(fā)工程師、@高揚｜歡聚時代資深大數(shù)據(jù)技術(shù)專家侣签、@羅遠飛｜第四范式機器學(xué)習(xí)工程師
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
