Machine Learning

Unsupervised Learning

K-Means
Gaussian Mixture Model
Principal Component Analysis
Independent Component Analysis
Singular Value Decomposition
Self Organizing Map
Natural Language Processing

Supervised Learning

Linear Modeling in R
Multi-Linear Regression
Logistic Regression
Neural Networks
Convolutional Neural Networks
Recurrent Neural Networks
Support Vector Machine
Naive Bayes
Decision Tree

Reinforcement Learning

Deep Q Network
Deep Deterministic Policy Gradient
Asynchronous Advantage Actor-Critic Algorithm
Q-Learning with Normalized Advantage Functions
Trust Region Policy Optimization
Proximal Policy Optimization
Twin Delayed Deep Deterministic Policy Gradient
Soft Actor-Critic

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