CS 4780 - Machine Learning

General Information

Machine learning is basically a shift from the classical idea of “let’s have computers act like a human” to “let’s have computers perform statistical tasks which they’re good at.” This course covers several major ideas in this field.

Prerequisites

Programming skills, linear algebra, probability. There’s a prerequisite quiz early in the course.

Topics Covered

  • Concept Learning
  • Instance-based Learning
  • Decision Trees
  • ML Experimentation
  • Linear Rules
  • Support Vector Machines
  • Generative Models
  • Hidden Markov Models
  • Structured Output Prediction [Super interesting area of research in Machine Learning right now]
  • Learning Theory [VC Dimension]
  • Clustering

Workload

5 assignments, 5 quizzes, 2 prelims, and a final project.

Students have a week to complete assignments and can be done in pairs. There are typically 1-2 weeks between the due date of an assignment and the next being released. Assignments are a mix of programming and theoretical problems. Getting a reliable partner is important as doing assignments can take a long time.

Quizzes are in class and are straightforward and short.

Prelims are in-class.

Final project is on a subject of your choice, but must use machine learning.

General Advice

Testimonials

A course that’s worth taking. ML is becoming more important in every field of CS nowadays, and it helps to have a working knowledge of it so you don’t have to blank out when people bring it up.

Easily one of the best classes I’ve taken at Cornell. Perfect mix of theory and application. Also, Thorsten is amazing at teaching. Tests are also pretty straightforward, and projects are not complicated.

Recorded Lectures

You can watch recorded lecture from Fall 2011 (they are listed under Fall 2012) on the Cornell Videonote website at [1]

Past Offerings

Semester Time Professor Median Grade Course Page
Fall 2013 - Thorsten Joachims B http://www.cs.cornell.edu/courses/cs4780/2011fa/
Fall 2011 - Thorsten Joachims B http://www.cs.cornell.edu/courses/cs4780/2011fa/

Resources

Edit this page on Github: classes/CS4780.md

Edit me on GitHub