Selected articles
Books
Introduction to Statistical Learning
Python for Data Analysis
R for Data Science
Interpretable ML
Time-series forecasting
Deep Learning
The Turing Way
Visualization with Altair
Curriculum
Introduction
Grammar
Data types
Getting into Python
Setting up VS Code
Real Python
Tour of Python
Selected articles
Stop aggregating the signal
Predictive Power Score
Precision-recall is better than ROC
example notebooks
Ames Housing
Predicting house prices in Ames, Iowa
Pima Indians
Predicting diabetes with Pima Indians
Selected papers & blogpost
Stop aggregating away the signal in your data
By aggregating our data in an effort to simplify it, we lose the signal and the context we need to make sense of what we’re seeing. Originally published on <a…
Zan Armstrong
Mar 3, 2022
RIP correlation. Introducing the Predictive Power Score.
We define the Predictive Power Score (PPS), an alternative to the correlation that finds more patterns in your data. Originally published on <a…
Florian Wetschoreck
Apr 23, 2020
The Precision-Recall Plot Is More Informative than the ROC Plot
An introduction to performance metrics for binary classification. Originally published on <a…
Paul van der Laken
,
Daniel Kapitan
Aug 16, 2019
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