Name: Note for Machine Learning - ML By New Swaroop
Rating: 3.3 (6 reviews)
Author: New Swaroop

Well posed learning problems, Designing a learning system, Perspective and issues in Machine Learning

Machine Learning

Concept learning as search, Find-S, Version Space and Motivation, Candidate Elimination algorithm, Inductive Bias, Summary

Concept

Decision tree representation, Appropriate problems for decision tree learning, Hypothesis space search in decision tree learning, Inductive bias in decision tree learning, Issues in decision tree learning, Summary

Learning Decision Trees

Neural Network Representations, Preceptrons, Multi-layer Networks and Back-propagation Algorithm

Artificial Neural Networks

Perceptron

Back Propagation Algorithm

Convergence

Bayes Theorem, Maximum likelihood and Least-Squared Error Hypotheses, Minimum Description Length Principle, Naive Bayes Classifier, Bayesian Belief Networks, EM Algorithm