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Machine Learning Quirks

Wednesday, July 20, 2011. Is Overfitting a Word? As occurring when a model describes random error or noise instead of the underlying relationship. And, yet, as I write this, the Blogger editor is telling me that "overfitting" is a spelling error. Shouldn't a nontrivial Wikipedia page be enough to confirm that "overfitting" is, in fact, a correct spelling? Course, I know from experience that this sort of question is easy to state but difficult to resolve properly. Thursday, May 19, 2011. Unfortunately, th...

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Machine Learning Quirks | machine-learning-quirks.blogspot.com Reviews
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Wednesday, July 20, 2011. Is Overfitting a Word? As occurring when a model describes random error or noise instead of the underlying relationship. And, yet, as I write this, the Blogger editor is telling me that overfitting is a spelling error. Shouldn't a nontrivial Wikipedia page be enough to confirm that overfitting is, in fact, a correct spelling? Course, I know from experience that this sort of question is easy to state but difficult to resolve properly. Thursday, May 19, 2011. Unfortunately, th...
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Machine Learning Quirks | machine-learning-quirks.blogspot.com Reviews

https://machine-learning-quirks.blogspot.com

Wednesday, July 20, 2011. Is Overfitting a Word? As occurring when a model describes random error or noise instead of the underlying relationship. And, yet, as I write this, the Blogger editor is telling me that "overfitting" is a spelling error. Shouldn't a nontrivial Wikipedia page be enough to confirm that "overfitting" is, in fact, a correct spelling? Course, I know from experience that this sort of question is easy to state but difficult to resolve properly. Thursday, May 19, 2011. Unfortunately, th...

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Machine Learning Quirks: Drawing Points from a Uniform Distribution

http://machine-learning-quirks.blogspot.com/2010/08/drawing-points-from-uniform.html

Friday, August 6, 2010. Drawing Points from a Uniform Distribution. Everyone know how to draw points from a uniform distribution, right? Well, what if you want to draw points uniformly over a circle? You can draw from the bounding square and discard points outside the circle. But, this doesn't work for the n. One of the key points is that you need (1) a parameterization, and (2) a transformation of that parameterization which yields a constant Jacobian. Subscribe to: Post Comments (Atom).

2

Machine Learning Quirks: May 2011

http://machine-learning-quirks.blogspot.com/2011_05_01_archive.html

Thursday, May 19, 2011. Asked an interesting question: How to use L1 regularization with L-BFGS. One might rephrase this question to ask whether L1 regularization can be achieved with generally available optimization software. My impression of the discussion is that the best answer can be found in a paper by Mark Schmidt, Glenn Fung, and Romer Rosales. One standard implementation of L-BFGS is SciPy.optimize.lbfgsb. Subscribe to: Posts (Atom). Finished my PhD at MIT. My wife writes about food.

3

Machine Learning Quirks: L1 Regularization

http://machine-learning-quirks.blogspot.com/2011/05/l1-regularization.html

Thursday, May 19, 2011. Asked an interesting question: How to use L1 regularization with L-BFGS. One might rephrase this question to ask whether L1 regularization can be achieved with generally available optimization software. My impression of the discussion is that the best answer can be found in a paper by Mark Schmidt, Glenn Fung, and Romer Rosales. One standard implementation of L-BFGS is SciPy.optimize.lbfgsb. Subscribe to: Post Comments (Atom). Finished my PhD at MIT. My wife writes about food.

4

Machine Learning Quirks: A Better Lady Tasting Tea?

http://machine-learning-quirks.blogspot.com/2010/10/better-lady-tasting-tea.html

Wednesday, October 13, 2010. A Better Lady Tasting Tea? I recently learned of the famous Lady Tasting Tea. Hypothesis test experiment. When I read of Rod Sturdivant's account of the experiment. It struck me that the experiment was not designed to maximize the amount of learned information for a fixed number of cups. The designer of the experiment, R. A. Fisher. Of guessing all 8 correct given no ability and a 3.9%-chance (. Subscribe to: Post Comments (Atom). Open Source Machine Learning Software.

5

Machine Learning Quirks: January 2010

http://machine-learning-quirks.blogspot.com/2010_01_01_archive.html

Tuesday, January 26, 2010. A plea to Overstock. As well as any other web retailer which is willing to listen):. Course, anyone with a hint of machine learning background will recognize this as a very basic Bayesian posterior estimate. IMDB. Is one of the few sensible web sites which uses this sort of estimate for sorting based on rating. As Ashwin noted in the comments, the Wilson Score. May be an even better solution. Friday, January 15, 2010. I felt, and still feel, that this paper showed engineering a...

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Machine Learning Quirks

Wednesday, July 20, 2011. Is Overfitting a Word? As occurring when a model describes random error or noise instead of the underlying relationship. And, yet, as I write this, the Blogger editor is telling me that "overfitting" is a spelling error. Shouldn't a nontrivial Wikipedia page be enough to confirm that "overfitting" is, in fact, a correct spelling? Course, I know from experience that this sort of question is easy to state but difficult to resolve properly. Thursday, May 19, 2011. Unfortunately, th...

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