CPSC 340 Fundamentals of Learning
>> YOUR LINK HERE: ___ http://youtube.com/watch?v=dPm-KTrJlFU
Slides at https://ubc-cs.github.io/cpsc340/lect... • Notebook at https://github.com/UBC-CS/cpsc340/blo... • Camera operated by Tanner Johnson. Content based on original course materials created by Mark Schmidt. • 0:00 notation review • 2:30 digits dataset • 6:55 decision tree demo • 15:25 error vs. tree depth • 19:40 overfitting • 30:10 train/test notation • 32:40 Golden Rule of ML • 34:25 iid assumption • 39:00 the fundamental tradeoff • 44:10 validation error • 45:50 parameters vs. hyperparameters
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