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Why so sad? The mood of music over the last 50 years [pdf]

Hierarchical Agglomerative Clustering and Heatmaps in Python

Data-collection command line tools (lyrics, twitter timeline, music tags)

Naive Bayes and Text Classification I – Introduction and Theory

An Overview of General Performance Metrics of Binary Classifier Systems [pdf]

Kernel tricks and nonlinear dimensionality reduction via RBF kernel PCA

Monte Carlo Approximation of Pi via a Mossberg 500 pump-action shotgun [pdf]

About predictive modeling and supervised machine learning

Supervised machine learning – a flow chart

Streamline your cross-validation workflow – scikit-learn's Pipeline in action

Linear Discriminant Analysis bit by bit

A collection of Python's most useful data science libraries

Why Most Unit Testing is Waste

Examples to prepare your matplotlib plots for publications

A quick guide for dealing with missing values in NumPy

Estimating free energies of binding and AutoDock's semi-empirical force field

10 types of regressions. Which one to use?

Data Science definitions in less than 50 words

A questionable practice: Dixon's Q test for outlier identification

A matrix cheat sheet for Matlab, Python NumPy, R, and Julia