# Machine Learning From Data

## CSCI-4100

Introduction to the theory, algorithms, and applications of machine learning (supervised, reinforcement, and unsupervised) from data: What is learning? Is learning feasible? How can we do it? How can we do it well? The course offers a mix of theory, technique, and application with additional selected topics chosen from Pattern Recognition, Decision Trees, Neural Networks, RBF’s, Bayesian Learning, PAC Learning, Support Vector Machines, Gaussian processes, and Hidden Markov Models.

4 credits
Cross-listed with:
CSCI-6100 Machine Learning From Data
Prereqs:
CSCI-2300 Introduction To Algorithms

# Past Term Data
Offered
Not Offered
Offered as Cross-Listing Only
No Term Data
Simple View
Detailed View

| Spring | Summer | Fall
--- | --- | --- | ---
| (Session 1) | (Session 2) |
2024 |  |  | Machine Learning From Data (4c) Malik Magdon-Ismail Seats Taken: 163/180
2023 |  |  | Machine Learning From Data (4c) Malik Magdon-Ismail Seats Taken: 148/178
2022 | Machine Learning From Data (4c) Uzma Mushtaque Seats Taken: 52/80 |  |
2021 | Machine Learning From Data (4c) Uzma Mushtaque Seats Taken: 38/60 |  | Machine Learning From Data (4c) Malik Magdon-Ismail Seats Taken: 132/150
2020 |  |  | Machine Learning From Data (4c) Uzma Mushtaque Malik Magdon-Ismail Seats Taken: 154/180
2019 |  |  | Machine Learning From Data (4c) Malik Magdon-Ismail Seats Taken: 73/0
2018 |  |  | Machine Learning From Data (4c) Malik Magdon-Ismail Seats Taken: 50/0
2017 |  |  | Machine Learning From Data (4c) Malik Magdon-Ismail Seats Taken: 44/0
2016 |  |  | Machine Learning From Data (4c) Malik Magdon-Ismail Seats Taken: 71/140
2015 |  |  | Machine Learning From Data (4c) Malik Magdon-Ismail Seats Taken: 73/100
2014 |  |  | Machine Learning (4c) Malik Magdon-Ismail Seats Taken: 39/50
2013 |  |  | Machine Learning (4c) Malik Magdon-Ismail Seats Taken: 32/50
2012 |  |  | Machine Learning (4c) Malik Magdon-Ismail Seats Taken: 39/60
2011 |  |  | Machine Learning (4c) Malik Magdon-Ismail Seats Taken: 24/60
2010 |  |  | Machine Learning (4c) Malik Magdon-Ismail Seats Taken: 24/60
2009 |  |  | Machine Learning (4c) Malik Magdon-Ismail Seats Taken: 33/60
2008 |  |  | Machine Learning (4c) Sanmay Das Seats Taken: 11/30
2007 |  |  | Machine Learning (4c) Sanmay Das Seats Taken: 2/30
2006 |  |  |
2005 |  |  |
2004 |  |  |
2003 |  |  |
2002 |  |  | Machine Learning (4c) Malik Magdon-Ismail Seats Taken: 11/50
2001 |  |  | Machine Learning (4c) Malik Magdon-Ismail Seats Taken: 18/50
2000 |  |  |
1999 |  |  |
1998 |  |  |