[LINFO2262] Machine Learning: classification and evaluation | INGInious

[LINFO2262] Machine Learning: classification and evaluation

Getting Started

Getting Started

A touch of randomness

Deep model training - deadline reached

Assignment 1 - Decision Tree Learning

A1.1 - Decision Tree Learning: theory - deadline reached

A1.2 - Decision Tree Learning: in practice - deadline reached

A1.3 - Decision Tree Learning: the impact of pruning - deadline reached

A1.4 - Decision Tree Learning: Bagging, Random Forests and Extra Trees - deadline reached

Assignment 2 - Linear Discriminants and SVMs

A2.1 - Linear Discriminants and SVMs: theory - deadline reached

A2.2 - Linear Discriminants and SVMs: in practice - deadline reached

A2.3 - Linear Discriminant Implementations - deadline reached

Assignment 3 - Performance Assessment

A3.1 - Performance Assessment: review quiz on probability and statistics - deadline reached

A3.2 - Performance Assessment: theory - deadline reached

A3.3 - Performance Assessment: practice - deadline reached

Assignment 4 - Deep Learning

A4.1 - Deep Learning: a theoretical example - deadline reached

A4.2 - Deep Learning: feedforward networks - deadline reached

A4.3 - Deep Learning: convolutional networks - deadline reached

A4.4 - Deep Learning: GANs - deadline reached

Assignment 5 - A Machine Learning Competition

A5 - A Machine Learning Competition - deadline reached