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ColumbiaX: Artificial Intelligence (AI)

Learn the fundamentals of Artificial Intelligence (AI), and apply them. Design intelligent agents to solve real-world problems including, search, games, machine learning, logic, and constraint satisfaction problems.

Artificial Intelligence (AI)
12 weeks
8–10 hours per week
Instructor-paced
Instructor-led on a course schedule
This course is archived
Future dates to be announced
Artificial Intelligence (AI)

About this course

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What do self-driving cars, face recognition, web search, industrial robots, missile guidance, and tumor detection have in common?

They are all complex real world problems being solved with applications of intelligence (AI).

This course will provide a broad understanding of the basic techniques for building intelligent computer systems and an understanding of how AI is applied to problems.

You will learn about the history of AI, intelligent agents, state-space problem representations, uninformed and heuristic search, game playing, logical agents, and constraint satisfaction problems.

Hands on experience will be gained by building a basic search agent. Adversarial search will be explored through the creation of a game and an introduction to machine learning includes work on linear regression.

At a glance

  • Institution: ColumbiaX
  • Subject: Computer Science
  • Level: Advanced
  • Prerequisites:

    Students are required to have some basic of Python programming and an understanding of probability. Homework assignments will have a programming component in Python. The course offers an excellent opportunity for students to dive into Python while solving AI problems and learning its applications.

    • Linear algebra (vectors, matrices, derivatives)
    • Calculus
    • Basic probability theory
    • Python programming
  • Language: English
  • Video Transcript: English
  • Associated skills:Artificial Intelligence, Intelligent Agent, Machine Learning, Industrial Robotics

What you'll learn

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  • Introduction to Artificial Intelligence and intelligent agents, history of Artificial Intelligence
  • Building intelligent agents (search, games, logic, constraint satisfaction problems)
  • Machine Learning algorithms
  • Applications of AI (Natural Language Processing, Robotics/Vision)
  • Solving real AI problems through programming with Python

Syllabus

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Week 1: Introduction to AI, history of AI, course logistics
Week 2: Intelligent agents, uninformed search
Week 3: Heuristic search, A algorithm
__Week 4: Adversarial search, games
__Week 5: Constraint Satisfaction Problems
__Week 6: Machine Learning: Basic concepts, linear models, perceptron, K nearest neighbors
__Week 7: Machine Learning: advanced models, neural networks, SVMs, decision trees and unsupervised learning
__Week 8: Markov decision processes and reinforcement learning
__Week 9: Logical Agent, propositional logic and first order logic
__Week 10: AI applications (NLP)
__Week 11: AI applications (Vision/Robotics)
__Week 12: * Review and Conclusion

Who can take this course?

Unfortunately, learners residing in one or more of the following countries or regions will not be able to register for this course: Iran, Cuba and the Crimea region of Ukraine. While edX has sought licenses from the U.S. Office of Foreign Assets Control (OFAC) to offer our courses to learners in these countries and regions, the licenses we have received are not broad enough to allow us to offer this course in all locations. edX truly regrets that U.S. sanctions prevent us from offering all of our courses to everyone, no matter where they live.

Ways to take this course

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Certificate

Free

Price

$249 USD

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Unlimited

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