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Harvard CS50’s Artificial Intelligence with Python – Full University Course



freeCodeCamp.org

This course from Harvard University explores the concepts and algorithms at the foundation of modern artificial intelligence, diving into the ideas that give rise to technologies like large language models, 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.

This course has been updated for 2023 to include an in-depth section on large language models.

✏️ Course developed by Brian Yu for Harvard University. Learn more about Brian: https://brianyu.me/

🔗 Course resources: https://cs50.harvard.edu/ai/2020/

❤️ Try interactive AI courses we love, right in your browser: https://scrimba.com/freeCodeCamp-AI (Made possible by a grant from our friends at Scrimba)

⭐️ Course Contents ⭐️
⌨️ (00:00:00) Introuction
⌨️ (00:02:26) Search
⌨️ (01:51:55) Knowledge
⌨️ (03:39:39) Uncertainty
⌨️ (05:34:08) Optimization
⌨️ (07:18:52) Learning
⌨️ (09:04:41) Neural Networks
⌨️ (10:46:00) Language

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45 thoughts on “Harvard CS50’s Artificial Intelligence with Python – Full University Course
  1. Long-ish question so that I dont dive into something i may not be ready for yet? What would be the prerequisite knowledge i should have before taking on this monstrous video? I started working with Python about 3 months ago on a limitied "hobbyist" type basis and realized its something i do want to go with professionally. I know very little in the way of designing a program yet but I am fast learning. Ive worked a little with TKinter and Kivy, and adding others into the mix soon. Ive worked mostly inside of PyCharm, but i figured VS Code maybe preferred to most jobs.

    Does anyone have any recommendations as well to other educational resources so i can continue to build this? Thanks in advance!

  2. wow this is a blessing Brian. You are so good explaining, not like my professor. Motivated, passing that on the audience, humbly explaining all the important facts, without skipping bits, every word you say makes sense and is logical, clear. I am on 57min right now, but it's logically structured. MY teachers said, AI is not a simple topic, you need to do a research… what a pile of nonsense…you don't reinvent the wheel etc. Harvard university just proves that you pass the knowledge in the best possible easiest way and productive way. Thanks bro.

  3. Artificial Intelligence is nothing but simple programming. Much ado about nothing. We are decades from even being close to an actual 'thinking' software.

  4. This looks like a place where this idea might be useful. Feed an AI all fighting data ever recorded and teach it to apply the data to human models and to generate the ultimate fighting style. You can also run a bunch of sims… this should be done.

  5. I think about how hard our parents had to work just to find information, yet we have so much on hand at a moment’s notice. We are truly living in “the future”.

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