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

By - freeCodeCamp.org

📚 Course Information

Channel

freeCodeCamp.org

Published On

8/10/2023

📝 Description

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/ ⭐️ 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 🎉 Thanks to our Champion and Sponsor supporters: 👾 davthecoder 👾 jedi-or-sith 👾 南宮千影 👾 Agustín Kussrow 👾 Nattira Maneerat 👾 Heather Wcislo 👾 Serhiy Kalinets 👾 Justin Hual 👾 Otis Morgan -- Learn to code for free and get a developer job: https://www.freecodecamp.org Read hundreds of articles on programming: https://freecodecamp.org/news

🎯 What You'll Learn

Complete understanding of the topic

Hands-on practical knowledge

Real-world examples and use cases

Industry best practices

⭐ Course Features

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24/7 doubt solving

📝

Practice Quiz

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🏆

Certificate

Course completion

📋 Prerequisites

  • Basic understanding of programming concepts

  • Eagerness to learn and practice

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Course Content

Introduction Section (0 sec - 1 hour 28 min)
1
1 hour 28 min

Introduction Section (0 sec - 1 hour 28 min)

5 Questions Ready
Main Content Section 1 (1 hour 28 min - 2 hour 57 min)
2
1 hour 28 min

Main Content Section 1 (1 hour 28 min - 2 hour 57 min)

5 Questions Locked
Main Content Section 2 (2 hour 57 min - 4 hour 26 min)
3
1 hour 28 min

Main Content Section 2 (2 hour 57 min - 4 hour 26 min)

5 Questions Locked
Main Content Section 3 (4 hour 26 min - 5 hour 55 min)
4
1 hour 28 min

Main Content Section 3 (4 hour 26 min - 5 hour 55 min)

5 Questions Locked
Main Content Section 4 (5 hour 55 min - 7 hour 24 min)
5
1 hour 28 min

Main Content Section 4 (5 hour 55 min - 7 hour 24 min)

5 Questions Locked
Main Content Section 5 (7 hour 24 min - 8 hour 53 min)
6
1 hour 28 min

Main Content Section 5 (7 hour 24 min - 8 hour 53 min)

5 Questions Locked
Main Content Section 6 (8 hour 53 min - 10 hour 22 min)
7
1 hour 28 min

Main Content Section 6 (8 hour 53 min - 10 hour 22 min)

5 Questions Locked
Final Section (10 hour 22 min - 11 hour 51 min)
8
1 hour 28 min

Final Section (10 hour 22 min - 11 hour 51 min)

5 Questions Locked
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