Course Resources
Find every IITM BS subject by short name or full name, then open its week-wise syllabus, notes, or revision material.
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20 resources in this course · 12 syllabus weeks
Machine Learning Techniques
DiplomaWeek 1
Principal Component Analysis (PCA)Week 2
Kernel PCAWeek 3
ClusteringWeek 4
Expectation-Maximization (EM) AlgorithmWeek 5
Linear RegressionWeek 6
RegularisationWeek 7
KNN & Decision TreesWeek 8
Naive BayesWeek 9
Perceptron & Logistic RegressionWeek 10
SVM Hard MarginWeek 11
SVM Soft Margin & EnsemblesWeek 12
Loss Functions & Artificial Neural Networks (ANN)