Subject Details
Dept     : AIDS
Sem      : 5
Regul    : 2020
Faculty : pavarna
phone  : NIL
E-mail  : cpavarna.m.aids@snsce.ac.in
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Lecture Notes

UNIT 1:
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Machine Learning and its types
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Supervised Learning and Unsupervised Learning
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Basic Concepts in Machine Learning
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Machine Learning Process
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Testing Machine Learning Algorithms
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A Brief Review of Probability Theory
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Turning Data into Probabilities
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The Bias and the Variance Tradeoff.
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Weight Space
UNIT 2:
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Linear Models for Regression
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Linear Basis Function Models
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The Bias and Variance Decomposition
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Bayesian Linear Regression
UNIT 3:
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Dirichlet Process Mixture Models
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Spectral Clustering
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Principal Component Analysis