• Length:
    5 Weeks
  • Effort:
    7–10 hours per week
  • Price:

    FREE
    Add a Verified Certificate for $99 USD

  • Institution
  • Subject:
  • Level:
    Introductory
  • Language:
    English
  • Video Transcript:
    English

Prerequisites

  • High school math
  • Some exposure to computer programming

About this course

Machine Learning is a growing field that is used when searching the web, placing ads, credit scoring, stock trading and for many other applications.

This data science course is an introduction to machine learning and algorithms. You will develop a basic understanding of the principles of machine learning and derive practical solutions using predictive analytics. We will also examine why algorithms play an essential role in Big Data analysis.

What you'll learn

  • What machine learning is and how it is related to statistics and data analysis
  • How machine learning uses computer algorithms to search for patterns in data
  • How to use data patterns to make decisions and predictions with real-world examples from healthcare involving genomics and preterm birth
  • How to uncover hidden themes in large collections of documents using topic modeling
  • How to prepare data, deal with missing data and create custom data analysis solutions for different industries
  • Basic and frequently used algorithmic techniques including sorting, searching, greedy algorithms and dynamic programming 

Meet your instructors

Ansaf Salleb-Aouissi
Department of Computer Science
Columbia University
Cliff Stein
Professor of IEOR and of Computer Science
Columbia University
David Blei
Professor of Computer Science and Statistics
Columbia University
Itsik Peer
Associate Professor of Computer Science
Columbia University
Mihalis Yannakakis
Professor of Computer Science
Columbia University
Peter Orbanz
Assistant Professor of Statistics
Columbia University

Pursue a Verified Certificate to highlight the knowledge and skills you gain $99.00

View a PDF of a sample edX certificate
  • Official and Verified

    Receive an instructor-signed certificate with the institution's logo to verify your achievement and increase your job prospects

  • Easily Shareable

    Add the certificate to your CV or resume, or post it directly on LinkedIn

  • Proven Motivator

    Give yourself an additional incentive to complete the course

  • Support our Mission

    EdX, a non-profit, relies on verified certificates to help fund free education for everyone globally