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Statistical Machine Learning

10 Modules · 62 Lessons

Recommended resources

Module 2

Principles of Statistical Learning

Module 3

Probabilistic Modelling Fundamentals

Module 4

Linear Models for Regression

Module 5

Linear Models for Classification

Module 6

Kernel Methods and Support Vector Machines

Module 7

Decision Trees and Ensemble Methods

Module 8

Feedforward Neural Networks

Module 9

Unsupervised Learning: Dimensionality Reduction

Module 10

Unsupervised Learning: Clustering