Artificial Intelligence (AI), Certificate | Part time online | edX - online learning platform | United States
3 months
Duration
Free
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About

EdX is an online learning platform trusted by over 12 million users offering the Artificial Intelligence (AI) Program in collaboration with Columbia University - ColumbiaX. 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.

Visit the official programme website for more information

Overview

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.

In this Artificial Intelligence (AI) course, part of the Artificial Intelligence MicroMasters program from Columbia University - ColumbiaX 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.

What you'll learn

  • 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

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.

The Artificial Intelligence (AI) programme is part of the Artifiacial Inteligence MicroMasters Programme.

Programme Structure

Courses include:

  • Intelligent agents, uninformed search
  • Heuristic search, A* algorithm
  • Adversarial search, games
  • Constraint Satisfaction Problems
  • Machine Learning: Basic concepts, linear models, perceptron, K nearest neighbors
  • Machine Learning: advanced models, neural networks, SVMs, decision trees and unsupervised learning
  • Markov decision processes and reinforcement learning

Key information

Duration

  • Part-time
    • 3 months
    • 8 hrs/week

Start dates & application deadlines

You can apply for and start this programme anytime.

Language

English

Delivered

Online

Academic requirements

We are not aware of any specific GRE, GMAT or GPA grading score requirements for this programme.

English requirements

We are not aware of any English requirements for this programme.

Other requirements

General requirements

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

Tuition Fee

To always see correct tuition fees
  • International

    Free
    Tuition Fee
    Based on the tuition of 0 USD for the full programme during 3 months.
  • National

    Free
    Tuition Fee
    Based on the tuition of 0 USD for the full programme during 3 months.

Add a Verified Certificate for $249 USD

Funding

Studyportals Tip: Students can search online for independent or external scholarships that can help fund their studies. Check the scholarships to see whether you are eligible to apply. Many scholarships are either merit-based or needs-based.

Our partners

Artificial Intelligence (AI)
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edX - online learning platform

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