ECE-UY4563 Introduction to Machine Learning

Mondays and Wednesdays 12:30-1:50pm, Fall 2025,

2 Metrotech Center rm 800-1.

• Instructor: Nikola Janjušević

  • Email: nikola+ml25@nyu.edu

  • Office Hours: online by appointment

Textbooks:

• James, Witten, Hastie, Tibshirani, and Taylor, An Introduction to Statistical Learning, Springer, 2023.

• Hastie, Tibshirani, and Friedman, Elements of Statistical Learning: Data Mining, Inference, and Prediction, Springer, 2009.

• Tivandar Danka, Mathematics of Machine Learning, Packt, 2025.

• (advanced) Christopher M. Bishop, Pattern Recognition and Machine Learning, Springer, 2006.

Materials

• syllabus

• github

Assignments:

• Weekly Labs and Problem Sets posted on github.

• Final Project (due 12/17)

Exams:

• Midterm (10/20 + 10/22)

• Final (12/15 + 12/17)