Welcome to Machine Learning

[Amey-Thakur]

Course  ·  ELEC 8900

Machine Learning, taken in Semester III of the MEng in Computer Engineering at the University of Windsor.

 

Author

Amey Thakur  ·  ORCID 0000-0001-5644-1575

 

Inside

• The assignments in full, with the working kept rather than only the results
• The course project instructions, the syllabus and the term announcements
• The algorithms studied through the course, worked through in Python

 

The course project was Zero-Shot Video Generation, built with Jithin Gijo Varghese and Ritika Agarwal and kept in its own repository.

 

The part of machine learning that survives the course is rarely the algorithms, which are well documented and easy to look up. It is the discipline around them: keeping a test set genuinely untouched, noticing when a validation score is flattering because information leaked into the features, and being able to say what a model has actually learned rather than what it appears to predict. The assignments here are kept with their working for that reason.

 

If something is broken or unclear, reply here.

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Graduate work is indexed at MEng Computer Engineering

Undergraduate work is at Computer Engineering