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Commits on Jan 14, 2017

• avoid overfitting answer

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Commits on Dec 16, 2016

• ai and ml faq

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Commits on Nov 13, 2016

• svm for categorical

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Commits on May 9, 2016

• dropout technique

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Commits on May 4, 2016

• Interlude: Comparing and Computing Performance Metrics in Cross-Validation -- Imbalanced Class Problems and 3 Different Ways to Compute the F1 Score

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Commits on Mar 21, 2016

• fix link to model sele in data science faq

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Commits on Mar 20, 2016

• logistic why sigmoid

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• diff neural net adaline perceptron.md

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Commits on Mar 19, 2016

• What is the main difference between TensorFlow and scikit-learn

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• bag-of-words-sparsity

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Commits on Mar 18, 2016

• model selection in data science

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• debugging artificial neural networks checklist

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Commits on Mar 9, 2016

• faq: What is wrong when my neural network's error increases?

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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 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

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

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Commits on Feb 10, 2016

• 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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