Prerequisites:
No experience required
Free
Intro to Artificial Intelligence
Course
This course will introduce you to the basics of AI. Topics include machine learning, probabilistic reasoning, robotics, computer vision, and natural language processing.
This course will introduce you to the basics of AI. Topics include machine learning, probabilistic reasoning, robotics, computer vision, and natural language processing.
Intermediate
Last Updated March 7, 2022
Intermediate
Last Updated March 7, 2022
Prerequisites:
No experience required
Course Lessons
Lesson 1
1. Welcome to AI
Lesson 2
2. Problem Solving
Lesson 3
Problem Set 1
Lesson 4
3. Probability in AI
Lesson 5
4. Probabilistic Inference
Lesson 6
Problem Set 2
Lesson 7
5. Machine Learning
Lesson 8
6. Unsupervised Learning
Lesson 9
Problem Set 3
Lesson 10
7. Representation with Logic
Lesson 11
8. Planning
Lesson 12
Problem Set 4
Lesson 13
9. Planning under Uncertainty
Lesson 14
10. Reinforcement Learning
Lesson 15
Problem Set 5
Lesson 16
11. HMMs and Filters
Lesson 17
12. MDP Review
Lesson 18
Midterm Exam
Lesson 19
13. Games
Lesson 20
14. Game Theory
Lesson 21
Problem Set 6
Lesson 22
15. Advanced Planning
Lesson 23
16. Computer Vision I
Lesson 24
17. Computer Vision II
Lesson 25
18. Computer Vision III
Lesson 26
Problem Set 7
Lesson 27
19. Robotics I
Lesson 28
20. Robotics II
Lesson 29
Problem Set 8
Lesson 30
21. Natural Language Processing
Lesson 31
22. Natural Language Processing II
Taught By The Best
Peter Norvig
Research Director, Google
Peter Norvig is a Director of Research at Google and is co-author of Artificial Intelligence: A Modern Approach, the leading textbook in the field.
Sebastian Thrun
Founder and Executive Chairman, Udacity
As the Founder and Chairman of Udacity, Sebastian's mission is to democratize education by providing lifelong learning to millions of students worldwide. He is also the founder of Google X, where he led projects including the Self-Driving Car, Google Glass, and more.
The Udacity Difference
Combine technology training for employees with industry experts, mentors, and projects, for critical thinking that pushes innovation. Our proven upskilling system goes after success—relentlessly.
Demonstrate proficiency with practical projects
Projects are based on real-world scenarios and challenges, allowing you to apply the skills you learn to practical situations, while giving you real hands-on experience.
Gain proven experience
Retain knowledge longer
Apply new skills immediately
Top-tier services to ensure learner success
Reviewers provide timely and constructive feedback on your project submissions, highlighting areas of improvement and offering practical tips to enhance your work.
Get help from subject matter experts
Learn industry best practices
Gain valuable insights and improve your skills