Announcements

  • The final lecture, Language has now been posted.
  • Project 5 is due by Monday, August 1, 2022 at 3:59 AM UTC.
  • Quiz 6 is due by Wednesday, August 3, 2022 at 3:59 AM UTC.
  • Be sure to attend at least one section this week.
  • Project 6 is due by Saturday, August 6, 2022 at 3:59 AM UTC.
    • Remember, you may not use your one-time use extension to extend Project 6’s deadline, per the syllabus.

Description

This course explores the concepts and algorithms at the foundation of modern artificial intelligence, diving into the ideas that give rise to technologies like game-playing engines, handwriting recognition, and machine translation. Through hands-on projects, students gain exposure to the theory behind graph search algorithms, classification, optimization, reinforcement learning, and other topics in artificial intelligence and machine learning as they incorporate them into their own Python programs. By course’s end, students emerge with experience in libraries for machine learning as well as knowledge of artificial intelligence principles that enable them to design intelligent systems of their own.

Table of Contents

Search

  1. Watch Lecture 0 on or after Tue 6/21.
  2. Complete Quiz 0 on or before Friday, June 24, 2022 at 3:59 AM UTC.
  3. Attend section.
  4. Optionally attend office hours.
  5. Work on Project 0, due Monday, June 27, 2022 at 3:59 AM UTC.

Knowledge

  1. Watch Lecture 1 on or after Mon 6/27.
  2. Complete Quiz 1 on or before Friday, July 1, 2022 at 3:59 AM UTC.
  3. Attend section.
  4. Optionally attend office hours.
  5. Work on Project 1, due Monday, July 4, 2022 at 3:59 AM UTC.

Uncertainty

  1. Watch Lecture 2 on or after Tue 7/5.
  2. Complete Quiz 2 on or before Friday, July 8, 2022 at 3:59 AM UTC.
  3. Attend section.
  4. Optionally attend office hours.
  5. Work on Project 2, due Monday, July 11, 2022 at 3:59 AM UTC.
    • Note that Project 2 has two different options for you to choose from; you may only submit one, not both.

Optimization

  1. Watch Lecture 3 on or after Mon 7/11.
  2. Complete Quiz 3 on or before Friday, July 15, 2022 at 3:59 AM UTC.
  3. Attend section.
  4. Optionally attend office hours.
  5. Work on Project 3, due Monday, July 18, 2022 at 3:59 AM UTC.

Learning

  1. Watch Lecture 4 on or after Mon 7/18.
  2. Complete Quiz 4 on or before Friday, July 22, 2022 at 3:59 AM UTC.
  3. Attend section.
  4. Optionally attend office hours.
  5. Work on Project 4, due Monday, July 25, 2022 at 3:59 AM UTC.

Neural Networks

  1. Watch Lecture 5 on or after Mon 7/25.
  2. Complete Quiz 5 on or before Friday, July 29, 2022 at 3:59 AM UTC.
  3. Attend section.
  4. Optionally attend office hours.
  5. Work on Project 5, due Monday, August 1, 2022 at 3:59 AM UTC.
    • Note that Project 5 has two different options for you to choose from; you may only submit one, not both.

Language

  1. Watch Lecture 6 on or after Fri 7/29.
  2. Complete Quiz 6 on or before Wednesday, August 3, 2022 at 3:59 AM UTC.
  3. Attend section.
  4. Optionally attend office hours.
  5. Work on Project 6, due Saturday, August 6, 2022 at 3:59 AM UTC.