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Commits on Mar 3, 2016

• data preprocessing vs engineering

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• the puprose of the `return self` idioms in my code examples

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Commits on Mar 2, 2016

• how to select svm kernels

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• difference between filter, wrapper, and embedded methods for feature selection

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Commits on Feb 21, 2016

• faq: analytical solution to Logistic Regression similar to the Normal Equation for Linear Regression?

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• faq: difference between cost and loss functions

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• faq: What is the difference between a *cost function* and a *loss function* in machine learning?

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Commits on Feb 17, 2016

• What are the best toy datasets to help visualize and understand classifier behavior?

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• What are the advantages of semi-supervised learning

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Commits on Feb 15, 2016

• faq enhancement logistic generalized linear model

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Commits on Feb 14, 2016

• softmax regression

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• When can a random forest perform terribly?

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• faq: Is R used extensively today in data science?

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• faq: How can I know if Deep Learning works better for a specific problem than SVM or random forest?

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Commits on Feb 13, 2016

• What is Softmax regression and how is it related to Logistic regression?

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Commits on Feb 12, 2016

• What are machine learning and data science?

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Commits on Feb 11, 2016

• overcoming mardkown limitation in new logreg faq

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• equation correction

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• faq: Why is logistic regression considered a linear model?

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Commits on Feb 10, 2016

• add linebreaks for clarity

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• faq: Why do we need to re-use training parameters to transform test data?

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• link and typo fix in faq

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• faq: why KNN is *lazy*

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Commits on Feb 1, 2016

• fixing a broken section link

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Commits on Jan 29, 2016

• definition of data science

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• parametric vs. nonparametric

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Commits on Jan 3, 2016

• dealing with missing data

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Commits on Dec 20, 2015

• typo fix

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Commits on Dec 19, 2015

• overfitting faq

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Commits on Dec 10, 2015

• difference model and classifier

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• difference model and classifier

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Commits on Dec 9, 2015

• master chart

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Commits on Dec 1, 2015

• logistic regression and neural net faq

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Commits on Nov 28, 2015

• ordered plots

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• adding entropy and error plots

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