Masinõpe - Kursused - Arvutiteaduse instituut

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EN

Lectures

Lecture 01 - Feb 13 - Introduction to machine learning

Video of the lecture (without the last 4 minutes) - slides and video go out of synchronisation after 15 minutes, Panopto team is working on fixing it

Video of the lecture (without the slides but including last 4 minutes)

Lecture 02 - Feb 20 - Tasks, models, features

Video of the lecture (without the slides - laptop was not recording due to technical problems)

Lecture 03 - Feb 27 - Binary classification and related tasks

Video of the lecture

Lecture 04 - Mar 6 - Linear regression and regularisation

Video of the lecture

Lecture 05 - Mar 13 - Linear classification

Mar 20 - TEST 1

Lecture 06 - Mar 27 - Distance-based methods and kernel methods

Lecture 07 - Apr 3 - Concept learning

Lecture 08 - Apr 10 - Tree models and rule models

Lecture 09 - Apr 17 - Optimization-based models and back-propagation

Apr 24 - TEST 2

May 1 - NATIONAL HOLIDAY

Lecture 10 - May 8 - Deep learning

Lecture 11 - May 15 - Ensembles

Lecture 12 - May 22 - Probabilistic models

Lecture 13 - May 29 - Overview of machine learning - reinforcement learning, recommendation, time-series

June 5 - TEST 3