Subject Details
Dept     : AIML
Sem      : 4
Regul    : 2023
Faculty : Ms S Rajarajeswari
phone  : 9488704705
E-mail  : rajarajeswari.s.aiml@snsct.org
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Lecture Notes

UNIT 1:
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Machine Learning
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Types of Machine Learning
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Machine Learning process- preliminaries, testing Machine Learning algorithms
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testing Machine Learning algorithms - turning data into Probabilities and Statistics for Machine Learning
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Probability theory
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Probability Distributions
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Decision Theory
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Bias, Variance and Tradeoff.
UNIT 2:
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Overfitting and Underfitting
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Understanding cost function and gradient descent
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Classification and Regression
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Linear Regression - Least Squares – Ridge - Lasso