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CourseCS50's Introduction to Artificial…7 lectures

CS50's Introduction to Artificial Intelligence with Python

Brian Yu and David J. Malan · Harvard University

Start with lecture 1 At CS50 at Harvard

About

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, machine learning, large language models, and other topics in artificial intelligence 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.

Prerequisites

CS50x or at least one year of experience with Python.

Watch an introduction

How to Take this Course

Even if you are not a student at Harvard, you are welcome to “take” this course for free via this OpenCourseWare by working your way through the course’s seven weeks of material. For each week, follow this workflow:

flowchart TD A[Watch Lecture] --> B[Submit Project]

To submit the course’s projects for feedback, be sure to create an edX account, if you haven’t already. Ask questions along the way via any of the course’s communities!

Lectures

  1. Search Search · Audio
  2. Knowledge Knowledge · Audio
  3. Uncertainty Uncertainty · Audio
  4. Optimization Optimization · Audio
  5. Learning Learning · Audio
  6. Neural Networks Neural Networks · Audio
  7. Language Language · Audio

Syllabus and materials

At CS50 at Harvard, as the course publishes them.

Credits and licence

Institution
Harvard University
Department
CS50
Taught by
Brian Yu, David J. Malan
Level
Undergraduate
Language
English
Subjects
Computer science
Source
CS50 at Harvard
Licence
CC BY-NC-SA 4.0, as CS50 at Harvard states it. Non-commercial use only. CS50 at Harvard's terms
Attribution
CS50, Harvard University. Licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International license.
Who can watch
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