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

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



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