ROC Curve Explained in One Picture
With a ROC curve, you’re trying to find a good model that optimizes the trade off between the False Positive Rate (FPR) and True Positive Rate (TPR). What counts...
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20 Handbooks on Modern Statistical Methods
With the two most recent ones, in this CRC series, published in January 2019. The objective of the series is to provide high-quality volumes covering the state-of-the-a...
The Math Required for Machine Learning
This article was written by Harsh Sikka. This version is a summary of the original article. Start with Mathematics for Machine Learning Specialization on Coursera. If...
Automated Machine Learning Hyperparameter Tuning in Python
This article was written by Will Koehrsen. Full title: Automated Machine Learning Hyperparameter Tuning in Python – A complete walk through using Bayesian optimiza...
Can an ethical and algorithmically transparent cloud kitchen prevent future Amazon fires?
Can an ethical and algorithmically transparent cloud kitchen prevent future Amazon fires? We often view AI with suspicion – but AI can be used to solve complex problems...
A Strange Family of Statistical Distributions
I introduce here a family of very peculiar statistical distributions governed by two parameters: p, a real number in [0, 1], and b, an integer > 1. Potential appli...
Extreme Events Modeling Using Continued Fractions
Continued fractions are usually considered as a beautiful, curious mathematical topic, but with applications mostly theoretical and limited to math and number theory. Her...
You Had an Ongoing Data Breach for Months. How Could You Not Know?
When Anthem first announced the breach of 80 million of its records, FBI spokespersons credited Anthem with responding only weeks after the attack started. Soon after, Br...
Labeling with Active Learning
The Ugly Truth Behind All That Data We are in the age of data. In recent years, many companies have already started collecting large amounts of data about their business....
Extreme Events Modeling Using Continued Fractions
Continued fractions are usually considered as a beautiful, curious mathematical topic, but with applications mostly theoretical and limited to math and number theory. Her...