# Machine Learning From Data

## CSCI-6100

Introduction to the theory, algorithms, and applications of machine learning (supervised, reinforcement, and unsupervised) from data: What is learning? Is learning feasible? How can it be done? How can it be done 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-4100 Machine Learning From Data
Prereqs:
none

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

| Spring | Summer | Fall
--- | --- | --- | ---
| (Session 1) | (Session 2) |
2026 |  |  |

2025

Machine Learning From Data (4c)

- Malik Magdon-Ismail

Seats Taken: 26/64

2024

Machine Learning From Data (4c)

- Malik Magdon-Ismail

Seats Taken: 21/64

2023

Machine Learning From Data (4c)

- Malik Magdon-Ismail

Seats Taken: 18/64

2022

Machine Learning From Data (4c)

- Uzma Mushtaque

Seats Taken: 14/40

2021

Machine Learning From Data (4c)

- Uzma Mushtaque

Seats Taken: 19/20

Machine Learning From Data (4c)

- Malik Magdon-Ismail

Seats Taken: 37/30

2020

Machine Learning From Data (4c)

- Uzma Mushtaque
- Malik Magdon-Ismail

Seats Taken: 38/50

2019

Machine Learning From Data (4c)

- Malik Magdon-Ismail

Seats Taken: 37/0

2018

Machine Learning From Data (4c)

- Malik Magdon-Ismail

Seats Taken: 28/0

2017

Machine Learning From Data (3c)

- Malik Magdon-Ismail

Seats Taken: 43/100

2016

Machine Learning From Data (3c)

- Malik Magdon-Ismail

Seats Taken: 48/100

2015

Machine Learning From Data (3c)

- Malik Magdon-Ismail

Seats Taken: 42/50

2014

Machine Learning (3c)

- Malik Magdon-Ismail

Seats Taken: 40/30

2013

Machine Learning (3c)

- Malik Magdon-Ismail

Seats Taken: 29/20

2012

Machine Learning (3c)

- Malik Magdon-Ismail

Seats Taken: 22/60

2011

Machine Learning (3c)

- Malik Magdon-Ismail

Seats Taken: 26/60

2010

Machine Learning (3c)

- Malik Magdon-Ismail

Seats Taken: 20/60

2009

Machine Learning (3c)

- Malik Magdon-Ismail

Seats Taken: 22/60

2008

Machine Learning (3c)

- Sanmay Das

Seats Taken: 12/30

2007

Machine Learning (3c)

- Sanmay Das

Seats Taken: 8/30

2006 |  |  |
2005 |  |  |
2004 |  |  |
2003 |  |  |

2002

Machine Learning (3c)

- Malik Magdon-Ismail

Seats Taken: 13/40

2001

Machine Learning (3c)

- Malik Magdon-Ismail

Seats Taken: 17/30

Machine Learning (3c)

- Malik Magdon-Ismail

Seats Taken: 9/50

2000 |  |  |
1999 |  |  |
1998 |  |  |