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A list of topics for a Google summer of code (GSOC) 2011
agramfort edited this page Feb 25, 2011
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Online learning
Mentor : O. Grisel
Goal : Devise an intuitive yet efficient API dedicated to the incremental fitting of some scikit-learn estimators (on an infinite stream of samples for instance).
See this thread on the mailing list for a discussion of such an API. Design decision will be taken by implementing / adapting three concrete models:
- text feature extraction
- online clustering with sequential k-means
- generalized linear model fitting with Stochastic Gradient Descent (both for regression and classification)
Boosting
Mentor : ? Satra?
Manifold learning
Mentor : ?
Dictionary Learning a.k.a. Sparse Coding
Mentor : Gael Varoquaux, Alex Gramfort, Alex Passos
Some useful ressources with compatible License:
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NMF + Hoyer method in milk
Vlad candidate?
Random forest
Mentor : ?
Locality Sensitive Hashing
Mentor : Mathieu Blondel?
Command line interface
Mentor : ?
Interaction with mldata.org
Mentor : ?