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

Past Term Data

Offered
Not Offered
Offered as Cross-Listing Only
No Term Data
Spring Summer Fall
(Session 1) (Session 2)
2024
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