1st Lisbon Machine Learning School

TechTalks from event: 1st Lisbon Machine Learning School

Main event website: 1st Lisbon Machine Learning School LxMLS 2011 took place July 20-25 2011 at Instituto Superior Tecnico, a leading Engineering and Science school in Portugal. It is organized jointly by IST, the Instituto de Telecomunicacoes and the Spoken Language Systems Lab - L2F of INESC-ID.

Learning Structured Predictors (Part 1) Authors: Xavier Carreras (Universitat Politecnica de Catalunya)
1. From HMMs to CRFs: discriminative learning and features
2. Structured perceptron, structured SVMs and max-margin Markov networks
3. Training and optimization
4. Iterative scaling, L-BFGS, perceptron, MIRA, stochastic and batch gradient descent
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Learning Structured Predictors (Part 2) Authors: Xavier Carreras (Universitat Politecnica de Catalunya)
Learning Structured Predictors continued.
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