Algorithms are driving cars, writing magazine articles, and beating us at Jeopardy!, chess, and Go. Is this normal technological growth, or something to be feared? Innovate 1Z03 is a comprehensive survey of AI in 2020, designed for students in all years and faculties. We will cover Canada’s AI policy, how to start an AI startup, the cognitive science behind artificial brains, the history of computing, the ethics of AI, and how machine learning is used in healthcare, the law, and to fight climate change.
Week of September 21st
Data Exploration and Visualization with Python
Week of October 5th
Attention Based Language Models and Networks: Transformers
Week of October 19th
Language Modeling in NLP: Building a Neural Bigram Model
Week of October 26th
Feature Selection and Regularization
Week of November 2nd
Attention Based Language Models and Networks: BERT, XLNET
Week of November 9th
Classification problems using PyCaret
Week of November 23rd
Image Classification using SGD and CNN
Week of November 30th
Introduction to Computer Vision using OpenCV
More tutorials coming soon.