Artificial Intelligence (AI)

Artificial Intelligence (AI)

Closed
Course
en
English
96 h
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  • From www.edx.org
More info
  • 12 Sequences
  • Advanced Level
  • Starts on January 31, 2021
  • Ends on May 3, 2021

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Course details

Syllabus

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

Prerequisite

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

Instructors

Ansaf Salleb-Aouissi
Department of Computer Science
Columbia University

Editor

Columbia University is a private university located in Morningside Heights, in the north-western part of the borough of Manhattan, in New York (United States). Its origins lie in King's College, founded in 1754 by King George II of Great Britain. It is one of the oldest institutions of higher learning in the United States and is part of the Ivy League group of eight of the country's oldest, most famous, most prestigious and most elitist universities.

Columbia is one of the most selective and prestigious universities in the world. The admission rate was 5.1% in 2019, comparable to Harvard and Stanford. Ranked first in the United States for research, it is sixth in the world (fourth in the United States) in the CUWR ranking of the world's top 1,000 universities and eighth in the Shanghai University Rankings.

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