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

Introduction To Machine Learning

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

Concept Learning

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

Decision Tree Learning

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

Artificial Neural Networks

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