Lecture Notes || SNS Courseware

Subject Details

Dept : CST

Sem : 6

Regul : 2019

Faculty : Ms.Saranya S

phone : 8675734838

E-mail : saranya.s.cst@snsce.ac.in

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Lecture Notes

UNIT 1:

Machine Learning process

turning data into Probabilities, and Statistics for Machine Learning Probability theory

Machine Learning–Types of Machine Learning

Probability Distributions

Decision Theory

UNIT 2:

Linear Models for Regression

Linear Models for Classification

Discriminant Functions, Probabilistic Generative Models,

support vector machines

Decision Tree Learning

Bayesian Learning

Naive Bayes

Ensemble Methods, Bagging, Boosting

Lecture Notes