football-crunching
PRML
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football-crunching | PRML | |
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1 | 1 | |
305 | 11,250 | |
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0.0 | 0.0 | |
over 2 years ago | almost 2 years ago | |
Jupyter Notebook | Jupyter Notebook | |
- | MIT License |
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football-crunching
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[OC] Lionel Messi's shots and goals with Barcelona during his record-breaking 2011/2012 season, compared to his attempts in the 2014 and 2018 World Cups with Argentina
I was pointed to the Huffington Post data by this great repo: https://github.com/rjtavares/football-crunching (which, coincidentally, I found because of this Reddit post: https://www.reddit.com/r/datascience/comments/rh22z9/ive_made_a_search_engine_with_5000_quality_data/ by u/khanarree
PRML
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Probabilistic Machine Learning, Kevin Murphy (2nd edition, 2021)
It's a regression as far as code readability goes for fairly straightforward reasons: almost everything in Matlab is a matrix. Matrices are not first class citizens in Python, and it matters. I use Python a hell of a lot more than Matlab, but for examining how an algorithm works, Matlab wins. Go look at these PRML collections in Python and Matlab and see if you disagree:
https://github.com/ctgk/PRML
https://github.com/PRML/PRMLT
What are some alternatives?
open-data - Free football data from StatsBomb
retrolab - JupyterLab distribution with a retro look and feel 🌅
CSGO-Pro-Gear-Performance-and-EDA - Modeling Professional (CS:GO) Gamer's Accuracy Performance Based on Gear and Settings, and Exploratory Data Analysis.
iterative-grabcut - This algorithm uses a rectangle made by the user to identify the foreground item. Then, the user can edit to add or remove objects to the foreground. Then, it removes the background and makes it transparent.
football_analytics - 📊⚽ A collection of football analytics projects, data, and analysis by Edd Webster (@eddwebster), including a curated list of publicly available resources published by the football analytics community.
simfin-tutorials - Tutorials for SimFin - Simple financial data for Python
SportsLabKit - A python package for turning sports video into csv files
pyprobml - Python code for "Probabilistic Machine learning" book by Kevin Murphy