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Online Learning

And Other Cool Stuff. Online Learning. Your guide:. Avrim Blum. Carnegie Mellon University. [Machine Learning Summer School 2012]. Itinerary. Stop 1: M inimizing regret and combining advice . Randomized Wtd Majority / Multiplicative Weights alg Connections to game theory

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722 views • 59 slides

Semi-Supervised Learning

Semi-Supervised Learning. Avrim Blum Carnegie Mellon University. [USC CS Distinguished Lecture Series, 2008]. Semi-Supervised Learning. Supervised Learning = learning from labeled data. Dominant paradigm in Machine Learning.

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887 views • 46 slides

Learning with Similarity Functions

Learning with Similarity Functions. Maria-Florina Balcan & Avrim Blum CMU, CSD. Kernels and Similarity Functions. Kernels have become a powerful tool in ML. Useful in practice for dealing with many different kinds of data.

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367 views • 16 slides

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Large margin separator - PowerPoint PPT Presentation

Online Learning

Semi-Supervised Learning

Learning with Similarity Functions