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Author: jdashbrock

Posted onJune 25, 2023June 25, 2023Baseball

Intro to Time Series and Sports

by jdashbrock

In many real life applications – stock markets, weather modeling, and sales forecasting to name a few – data has a natural sequential ordering that…

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Posted onJune 15, 2023June 15, 2023Basketball

AUC & ROC Curves Explained

by jdashbrock

In machine learning and predictive statistics, the name of the game is maximizing prediction accuracy (true positives/negatives) while minimizing error (false positives/negatives). Both ROC Curves…

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Posted onJune 4, 2023June 4, 2023Baseball

Multiple Comparisons Problem and Baseball Statistics

by jdashbrock

One of the most fundamental statistical concepts is the idea of statistical significance. Statisticians learn how to conduct hypothesis tests to determine whether or not…

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Posted onApril 22, 2023April 22, 2023Mathematics

What is XGBoost and a Python XGBoost Tutorial

by jdashbrock

If neural networks dominated the early 2010s, no algorithm dominates modern machine learning discussions like XGBoost. XGBoost is a wildly powerful variant on decision trees…

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Posted onApril 19, 2023April 19, 2023Uncategorized

Show don’t Tell with Matplotlib Animations and ImageIO

by jdashbrock

I’ve often found that the best way to convey information is through animations, not static images. In particular, knowing how to make a GIF in…

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Posted onApril 18, 2023April 24, 2023Uncategorized

The Physics of Golf: How Science Can Improve Your Putting

by jdashbrock

Golf is a very analytical game. There are constant discussions of club head speed, green speed, ball aerodynamics, and other things. The physics of golf…

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Posted onApril 8, 2023April 8, 2023Baseball

Historical Baseball Game Length: How Long are Baseball Games?

by jdashbrock

As the 2023 baseball season is getting underway, one of the most talked about topics is the average length of a baseball game. Just exactly…

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Posted onApril 2, 2023April 2, 2023Mathematics

Sklearn Linear Regression Tutorial for Sports

by jdashbrock

Linear regression is the first, easiest, and most versatile tool that statisticians and data scientists will learn. The Sklearn linear regression python class provides the…

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Posted onMarch 26, 2023March 14, 2024Baseball

What is OPS in Baseball?

by jdashbrock

OPS in baseball is arguably the first “advanced stat” that sports fans come across. While traditional stats like batting average and ERA count how many…

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Posted onMarch 13, 2023March 13, 2023Basketball

2023 NCAA Tournament Upset Picks and Favorites

by jdashbrock

The next week contains 4 of the 6 best sports days of the year, the first 2 rounds of the NCAA tournament (the other 2…

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