About
The two-week summer school program consists of about 40+ hours of lectures from 7/24 to 8/4. The late afternoon sessions will provide a chance for the participants to discuss the latest research problems with the invited speakers. Prior to the summer school, the National Taiwan University of Science and Technology will offer a month-long machine learning summer course for graduate credits. You may choose part of them that fit your need or attend everything if you are sufficiently energetic.
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Uploaded videos:
Lectures
Machine Learning Reductions
Feb 25, 2007
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7698 Views
Neighbourhood Components Analysis
Feb 25, 2007
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19670 Views
Triple jump acceleration for the EM algorithm and its extrapolation-based varian...
Feb 25, 2007
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3704 Views
Reinforcement Learning Theory
Feb 25, 2007
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13380 Views
Agnostic Active Learning
Feb 25, 2007
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9810 Views
Large-Margin Thresholded Ensembles for Ordinal Regression
Feb 25, 2007
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7189 Views
Predictive methods for Text mining
Feb 25, 2007
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8590 Views
Graphical Models, Variational Methods, and Message-Passing
Feb 25, 2007
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29909 Views
Regularization of Kernel Methods by Decreasing the Bandwidth of the Gaussian Ker...
Jun 11, 2007
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6190 Views
Large Scale Ranking Problem: some theoretical and algorithmic issues
Feb 25, 2007
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6421 Views
Intel Research : User Activity based Adaptive Power Management (APM)
Feb 25, 2007
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4097 Views
Piecewise 1-Dim Self Organizing Map P1D-SOM
Feb 25, 2007
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3806 Views
Support Vector Machines
Feb 25, 2007
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165636 Views
Kernel Methods in Computational Biology
Feb 25, 2007
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14352 Views
Ranking Individuals by Group Comparisons
Feb 25, 2007
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5636 Views
Protein Subcellular Localization Prediction Based on Compartment-Specific Biolog...
Feb 25, 2007
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5728 Views
L1-based relaxations for sparsity recovery and graphical model selection in the ...
Feb 25, 2007
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6272 Views
Online Learning and Bregman Divergences
Feb 25, 2007
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11747 Views
Unifying Divergence Minimization and Statistical Inference via Convex Duality
Feb 25, 2007
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5486 Views
Identifying Temporal Patterns and Key Players in Document Collections
Feb 25, 2007
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4731 Views
Facial expression recognition and emotion recognition from speech
Feb 25, 2007
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15031 Views
Randomized PCA Algorithms with Regret Bounds that are Logarithmic in the Dimensi...
Feb 25, 2007
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5407 Views
Splice form prediction using Machine Learning
Feb 25, 2007
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4805 Views
Kernels on histograms through the transportation polytope
Feb 25, 2007
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4913 Views
Pattern Classification and Large Margin Classifiers
Feb 25, 2007
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9535 Views
Clustering - An overview
Feb 25, 2007
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24139 Views
Introduction to Boosting
Feb 25, 2007
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15504 Views
The stability of a good clustering
Feb 25, 2007
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6001 Views
A Bayesian Probability Calculus for Density Matrices
Feb 25, 2007
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7921 Views
AdaBoost is Universally Consistent
Feb 25, 2007
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8248 Views
Ranking by Stealing Human Cycles
Feb 25, 2007
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4688 Views