About
Pascal Boot camp is meant to be a crossroad between a summer school and a strong workshop session. ;And the following professors kindly accepted to participate: :Isabelle Guyon, Ulrike von Luxburg, Mark Girolami, Colin de la Higuera, Joaquín Quiñonero, Florence d'Alche-Buc, William Triggs, Mikaela Keller, Amir Saffari, Cecilio Angulo, Mario Martín, Lluís Belanche.
The main topics developed in this summercamp will be:
- Basic Math and TCS for Machine Learning
- Useful existing software for Machine Learning
- Introduction to Machine Learning
- Theoretical frameworks and foundations
- Experimental Machine Learning
- Feature extraction and model selection
- Graphical models
- Kernel methods and linear predictors
- Clustering
- General view of application areas
- Machine learning in vision
- Machine learning in user interfaces
- Machine learning for data mining
Related categories
Uploaded videos:
Introduction and Panels
Introduction and Welcome to the PASCAL Bootcamp in Machine Learning 2007
Jul 02, 2007
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4991 Views
PANEL: Experiences in research, teaching, and applications of ML
Jul 09, 2007
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21952 Views
Lectures
Introduction to Machine Learning
Jul 02, 2007
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66698 Views
Basics of algorithmics, computation models, formal languages
Jul 02, 2007
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19981 Views
Basics of probability and statistics
Jul 02, 2007
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281927 Views
Introduction to CLOP Machine Learning Toolbox
Jul 02, 2007
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6877 Views
Learning without overlearning
Jul 04, 2007
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10961 Views
Introduction to feature selection
Jul 04, 2007
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41329 Views
Embedded Methods
Jul 05, 2007
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12291 Views
Other ML/DM software (R, Weka, Yale)
Jul 05, 2007
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17280 Views
Feature construction
Nov 06, 2007
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10319 Views
Casuality and feature selection
Nov 14, 2007
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7355 Views
Probability, Information Theory and Bayesian Inference
Jul 05, 2007
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39448 Views
The EM algorithm and Mixtures of Gaussians
Jul 06, 2007
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25658 Views
Kernels and Gaussian Processes
Jul 09, 2007
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17383 Views
Lectures on Clustering
Jul 09, 2007
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86591 Views
Theory and Applications of Kernel Space
Jul 11, 2007
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13225 Views
Machine Learning in Vision
Jul 12, 2007
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16525 Views
ML in Bioinformatics
Oct 30, 2007
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13039 Views
Student Sessions
An Introduction to Ensemble and Boosting
Jul 10, 2007
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12529 Views
Learning the topology of a data set
Jul 12, 2007
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6863 Views
System for extracting data (facts) from large amount of unstructured documents
Jul 12, 2007
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7382 Views