Get Started

Here are some useful resources to get started in Machine Learning

If you feel overwhelmed or have questions, ask on our slack!

Datasets

These are some free datasets to use

University of Alberta Courses

Course Name Course Number Days and Time
Intelligent Systems CMPUT 366 MWF 11:00-11:50
Reinforcement Learning CMPUT 397 MWF 1:00-1:50
Search Simulation and Knowledge CMPUT 455 TR 2:00-3:20
Machine Learning CMPUT 466 TR 11:00-12:20
Game AI CMPUT 296 MWF 11:00-11:50
Basics of ML CMPUT 296 TR 2:00-3:20

Popular Lectures

General Machine Learning

Machine Learning with Andrew Ng, Stanford University Universally recommended machine learning lectures by Andrew Ng, for beginner and intermediate level machine learning.

Elements of AI Free online course made by the University of Helsinki and Reaktor.

Reinforcement Learning

Reinforcement Learning with David Silver Older but popular lecture series by lead DeepMind researcher David Silver at King’s College London. Follows along with the first edition of Introduction to RL by Sutton and Barto.

Deep Learning

Deep Learning and Reinforcement Learning Summer School 2018 These are the lecture videos from the 2018 DLRL summer school, held by CIFAR, Amii, and the Vector Institute in Toronto. The DLRL summer school is pretty competitive, but the lectures actually vary from introductory to advanced. Links to the slides are also included on the video pages.

Advanced Deep Learning and Reinforcement Learning with DeepMind A brand new lecture series (2018) done at UCL by a bunch of DeepMind staff.

Miscellaneous

Compiled r/MachineLearning Links This is a compilation of links created by the Machine Learning subreddit on reddit, containing various free resources

r/artificial