User:CalculusLim/sandbox

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Supervised Learning

 * Task Driven


 * Commonly used for Predictive Modeling : Regression and Classification
 * Common Used Supervised Learning Algorithm:
 * Linear Regression
 * Multivariate Regression
 * Regression Trees
 * Lasso Regression
 * Logistic Regression
 * Naïve Bayes
 * Nearest Neighbours
 * Decision Trees
 * Support Vector Machines
 * Neural Networks
 * Random Forest
 * Meta-Learning
 * K-Nearest Neighbors



Unsupervised Learning

 * Data-Driven


 * Commonly used for Clustering and Pattern Discovery
 * Common Use Unsupervised Learning Algorithm:
 * K-Means
 * K-Medoids
 * Hierarchical -Clustering
 * Hidden - Markov Models
 * Self-Organizing Maps
 * Gaussian Mixture Models


 * Reinforcement Learning
 * Behaviour Driven


 * Commonly used to train the agent to make specific decisions
 * Commonly Used Reinforcement Learning Algorithm :
 * Q - Learning
 * Temporal Difference
 * Deep Adversarial Networks
 * Markov Decision Process


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