Complexity and Algorithms

Algorithms in Machine Learning are set of rules/steps which define how to solve a complex problem. Machine learning algorithms can be divided into 3 broad categories — 

  • Supervised Learning

o    Decision Trees

o    Naïve Bayes Classification

o    Ordinary Least Count Regression

o    Logistic Regression

o    Support Vector Machine

o    Ensemble Methods

  • Unsupervised Learning

o    Clustering Algorithms

o    Principle Component Analysis

o    Singular Value Decomposition

o    Independent Component Analysis

  • Semi Supervised Reinforcement Learning

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