/ML-Resources

Machine Learning Resources

ML-Resources

Machine Learning Resources and Courses

Instructor:

Tom Mitchell

Institution:

Carnegie Mellon University

Level:

PhD

Website:

http://www.cs.cmu.edu/~tom/10701_sp11/lectures.shtml

Instructor:

Kendrick Kay

Institution:

Stanford University

Level:

PhD - Psych 5007: Statistics and Data Analysis in MATLAB Spring Semester 2014

Website:
  1. http://artsci.wustl.edu/~kkay/psych5007/
  2. http://white.stanford.edu/~knk/Psych216A/

Instructor:

Alex Smola

Institution:

Carnegie Mellon University

Level:

PhD - Introduction to Machine Learning

Website:

http://alex.smola.org/teaching/cmu2013-10-701x/

Instructor:

Alan Markworth

Institution:

University of British Columbia

Level:

PhD - Artificial Intelligence

Website:

http://aihub.net/introduction-artificial-intelligence-alan-mackworth-cpsc-322-playlist-w-textbook/

Instructor:

Carl Edward Rasmussen and Joaquin Quiñonero-Candela

Institution:

Cambridge University

Level:

PhD - Introduction to probabilistic machine learning

Website:
  1. http://mlg.eng.cam.ac.uk/teaching/4f13/1112/
  2. http://aihub.net/an-introduction-to-probabilistic-machine-learning/

Instructor:

Andrew Ng

Institution:

Stanford University

Level:

PhD - Machine Learning

Website:
  1. http://aihub.net/standfords-machine-learning-cs-229-by-prof-andrew-ng/
  2. http://see.stanford.edu/see/courseInfo.aspx?coll=348ca38a-3a6d-4052-937d-cb017338d7b1
  3. http://see.stanford.edu/see/courses.aspx
  4. http://cs229.stanford.edu/

Instructor:

Geoff Hinton

Institution:

University of Toronto

Level:

PhD - Neural Networks

Website:
  1. http://aihub.net/neural-networks-for-machine-learning-with-geoffrey-hinton/
  2. https://www.coursera.org/course/neuralnets

Instructor:

Yaser Abu Mostafa

Institution:

Carnegie Mellon University

Level:

PhD - Learning from data

Website:

http://work.caltech.edu/telecourse.html

Instructor:

Mausam

Institution:

Washington University

Level:

PhD - Graduate course in AI

Website:
  1. http://aihub.net/graduate-course-artificial-intelligence-dr-mausam-playlist/
  2. http://homes.cs.washington.edu/~mausam/

Instructor:

John Tsitsiklis

Institution:

MIT

Level:

PhD - Probabilistic systems analysis & Applied Probability

Website:
  1. http://aihub.net/probabilistic-systems-analysis-applied-probability-mit-6-041/
  2. http://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-041-probabilistic-systems-analysis-and-applied-probability-fall-2010/

Instructor:

Nando de Freitas

Institution:

University of British Columbia

Level:

PhD - Graduate Level

Website:
  1. http://www.cs.ubc.ca/~nando/540-2013/index.html
  2. http://www.youtube.com/watch?v=w2OtwL5T1ow&list=PLE6Wd9FR--EdyJ5lbFl8UuGjecvVw66F6

Instructor:

Nando de Freitas

Institution:

University of British Columbia

Level:

PhD - Undergraduate Level

Website:
  1. http://www.cs.ubc.ca/~nando/340-2012/index.php
  2. http://www.youtube.com/watch?v=pid0lUH467o&list=PLE6Wd9FR--Ecf_5nCbnSQMHqORpiChfJf

Instructor:

Nando de Freitas

Institution:

Oxford University

Level:

PhD - Graduate Level

Website:
  1. https://www.cs.ox.ac.uk/people/nando.defreitas/machinelearning/
  2. http://www.youtube.com/watch?v=dV80NAlEins&list=PLE6Wd9FR--EfW8dtjAuPoTuPcqmOV53Fu

Instructor:

Christian Schindelhauer

Institution:

University of Paderborn

Level:

Undergraduate Level - Search Algorithms - No video lectures

Website:

http://www2.cs.uni-paderborn.de/cs/ag-madh/WWW/Teaching/2004WS/SearchAlg/Schedule.html

Instructor:

Unknown

Institution:

University Massachusetts

Level:

Undergraduate Level - Artificial Intelligence - No video lectures

Website:

http://mas.cs.umass.edu/classes/cs683/lectures.html

Instructor:

Multiple - Many Valuable Resources

Institution:

University of Edinburgh

Level:

PhD - Graduate & Undergraduate Level

Website:
  1. http://homepages.inf.ed.ac.uk/rbf/IAPR/educators/curricula.php
  2. http://homepages.inf.ed.ac.uk/rbf/IAPR/researchers/MLPAGES/mlcourses.htm
  3. http://homepages.inf.ed.ac.uk/rbf/IAPR/researchers/MLPAGES/ml/ml_survey.html

Instructor:

Zoubin Ghahramani

Institution:

University of Cambridge

Level:

PhD - Undergraduate Level - No video lectures

Website:

http://mlg.eng.cam.ac.uk/zoubin/ml06/index.html

Instructor:

Percy Liang

Institution:

Stanford University

Level:

PhD - Undergraduate Level - Artificial Intelligence: Principles and techniques

Website:

http://web.stanford.edu/class/cs221/

Instructor:

Andrew Moore

Institution:

Unknown

Level:

PhD - Undergraduate Level - Statistical Data Mining Tutorials

Website:

http://www.autonlab.org/tutorials/

Instructor:

Martin Riedmiller, Manuel Blum

Institution:

Freiburg University

Level:

PhD - Undergraduate Level - Machine Learning - No video lectures

Website:

http://ml.informatik.uni-freiburg.de/teaching/index

Instructor:

Multiple

Institution:

UAI-2013

Level:

PhD - Graduate & Undergraduate Level

Website:

http://auai.org/uai2013/tutorials.shtml

Instructor:

Matthew Lee Blackwell

Institution:

University of Harvard

Level:

Undergraduate Level - Quantitative Methods I

Website:

http://isites.harvard.edu/course/colgsas-2281