Machine Learning

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Come to the ML-Meetup @ Noisebridge

Meetings are at at 2169 Mission St. We're currently voting on when to have the next weekly meeting:

http://doodle.com/9w2x7vf3xvsz4k5h


Topics to Learn and Teach

  • Linear Regression (Mike S volunteered to teach)
  • Linear Discriminants
  • Decision Theory (Bayesian)
  • Maximum Likelihood
  • Neural Nets/Radial Basis Functions
  • Bias/Variance Tradeoff, VC Dimension
  • Clustering/PCA
  • No-Free Lunch Theorem [1]
  • Graphical Modeling
  • Support Vector Machines
  • k-Means Clustering
  • Reinforcement Learning
  • Bagging, Bootstrap, Jacknife [2]
  • Generative Models: gaussian distribution, multinomial distributions, HMMs, Naive Bayes
  • Metric spaces and what they mean
  • Fundamentals of probabilities
  • Information Theory: Entroy, Mutual Information, Gaussian Channels
  • A basic decision tree builder, recursive and using entropy metrics
  • Estimation of Misclassification [3]
  • Classifier Combination [4]

Possible Projects

Presentations and other Materials

Notes from Meetings

Machine Learning Meetup Notes: 2010-04-14 -- (re)Starting new Machine Learning Meetup!

(We've fallen off the notes bandwagon, sorry.)

Machine Learning Meetup Notes: 2009-04-01 -- Finally moving on up: fully-connected backpropagation networks.

Machine Learning Meetup Notes: 2009-03-25 -- We made perceptrons - added sigmoid, etc.

Machine Learning Meetup Notes: 2009-03-18 -- We made perceptrons - linear function support!

Machine Learning Meetup Notes: 2009-03-11 -- We made perceptrons!

Machine Learning Meetup Notes: 2009-03-04 -- Josh gave a presentation on SVMs

(time is missing!)

Machine Learning Meetup Notes: 2009-02-11 -- Josh gave a presentation on clustering, donuts!

Machine Learning Meetup Notes: 2009-02-04 -- Free-form hang out night, punch and pie

Machine Learning Meetup Notes: 2009-01-28 -- Praveen talked about Neural networks

Machine Learning Meetup Notes: 2008-01-21 -- Jean gave a quick overview of machine learning stuff

Machine Learning Meetup Notes: 2009-01-14 -- Ian gave a talk on k-Nearest Neighbor

Machine Learning Meetup Notes: 2009-01-07 -- Josh did a quick intro to ML presentation

Machine Learning Meetup Notes: 2008-12-17