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Harvard University · on edX

CS50's Introduction to Artificial Intelligence with Python

Beginner 70 hours English Professional CertificateFREE
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Hand-picked by our editors as a top option in this category.

What you'll learn

Implement graph and adversarial search algorithms
Represent knowledge and perform logical inference
Apply probability and Bayesian networks
Solve optimization and constraint problems
Build machine learning and reinforcement learning models
Create neural networks and NLP programs in Python

This course includes

70h
On-demand video
Yes
Certificate
Yes
Mobile access
English
Language
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Instructor

DJ
David J. Malan
edX instructor
learners courses instructor rating

Taught by David J. Malan, Gordon McKay Professor of the Practice of Computer Science at Harvard, and Brian Yu, a Senior Preceptor in Computer Science at Harvard.

Requirements

  • Prior Python experience (CS50x or equivalent)

Who this course is for

  • Programmers learning AI foundations
  • CS students and self-taught developers
  • Engineers moving into machine learning

About this provider

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Frequently asked questions

Yes — you can audit the full course for free. An optional verified HarvardX certificate is available for a fee.
Yes — it expects prior Python, ideally from CS50x. It's introductory to AI, not to programming.
Technical — you implement search, ML, neural networks and NLP in Python. For applied 'use AI tools' learning, choose a different course.
Seven weeks, roughly 10–30 hours per week, fully self-paced — so you can go faster or slower.
The HarvardX certificate is a recognised credential (even recommended for college credit by ACE). The learning itself is identical whether you audit or pay.
Free
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