Lecture Notes || SNS Courseware

Subject Details

Dept : CST

Sem : 6

Regul : 2023

Faculty : POOJA S

phone : NIL

E-mail : pooja.s.csd@snsce.ac.in

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Lecture Notes

UNIT 1:

Decision Theory

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

Probability Distributions

Machine Learning process

Types of Machine Learning

Machine Learning

UNIT 2:

Linear Models for Regression

Linear Models for Classification

Discriminant Functions, Probabilistic Generative Models, Probabilistic Discriminative Models

Decision Tree Learning

Bayesian Learning, Naïve Bayes

Ensemble Methods, Bagging, Boosting

Lecture Notes