https://github.com/gitrasheed/mma-fighter-ranking

rudimentary python script for ranking maa fighters with different algorithms
https://github.com/gitrasheed/mma-fighter-ranking

Last synced: 5 days ago
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rudimentary python script for ranking maa fighters with different algorithms

• Host: GitHub
• URL: https://github.com/gitrasheed/mma-fighter-ranking
• Owner: gitRasheed
• Created: 2023-06-24T14:59:51.000Z (almost 3 years ago)
• Default Branch: main
• Last Pushed: 2023-06-24T17:23:45.000Z (almost 3 years ago)
• Last Synced: 2023-07-23T11:35:03.292Z (almost 3 years ago)
• Language: Python
• Size: 605 KB
• Stars: 0
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

          
# mma-fighter-ranking

rudimentary python scripts for ranking MMA fighters with different algorithms, both get differing results that aren't what a real top list would look like, but it gets close with a lot of big name showing up

# Script 1 :

Uses ELO, (incomplete) autocorrelation and then uses a composite score based off of ELO, significant strike differential, takedown differential, and method of  victory.

![script 1 result](results/script1-top12.PNG)

# Script 2:

Uses a mixed score from RandomForestClassifier and TrueSkill rating with Optuna hyperparameter tuning.

![script 2 result](results/script2-top12.PNG)

# Database source:

https://www.kaggle.com/datasets/akshaysinghim/ufc-fight-data-1993-to-2023