Week 2

Prepare

• Russell and Norvig (2020), pages 5 to 30.

Participate

• Lecture 02
• Lecture 03

Practice

The notebooks seen in class.

• 01_ottawa_river_temperature
• 02_empty
• 03_get_youtube_transcript
• 04_stock_price
• 05_central_limit

Three notebooks from Aurélien Géron introducing essential concepts for machine learning. In the coming weeks, you might want to go through these at your own pace.

• numpy – a fundamental library centered around N-dimensional array objects.
• pandas – powerfull data analysis tools, centered around the DataFrame.
• visualization – demonstrates how to use the matplotlib to produce beautiful graphs.

References

Russell, Stuart, and Peter Norvig. 2020. Artificial Intelligence: A Modern Approach. 4th ed. Pearson. http://aima.cs.berkeley.edu/.