jasperls / ufc_fight_predictions Goto Github PK
View Code? Open in Web Editor NEWThis repo contains various tools for scraping, feature engineering and modelling of UFC fights
License: MIT License
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ufc_fight_predictions's Issues
Fix git config
Check potential journal/conference
where to publish + article design restrictions
Run LSTM and compare to XGBoost
Compare XGBoost to basic models Lin Reg + SVM
ELO Loss Function
Set-up Overleaf Project
Check Standard Scaling for Time Series Data (Leakage)
Research about symmetrical forcasting models
Run XGBoost w/o info leakage
Add Validation Set + Hyperparamenter + Rolling Cross Validation
Start related work section
Research NaNs
Find out why certain columns have many NaNs
PS Topics
- how to with NaN for benchmarking - extrapolate to LSTM? XGBoost? -> col specific or shotgun 0?
- how extensive should we do the feature engineering for benchmark models (SVM etc.)
Refine imputing
- Time sensivtive
- Weight class depended
- Check for further imputations methods (past fights)
Add Feature Description List
Explain/ Link regular features and explain generated features
open todos preprocessing
Adding fighttime share + inferring weigth and deleting current weight (data leakage problem) as it just reveals current weight and unlike height this changes
Refine Feature Selection (PCA)
Add CTRL Time and Replace PASS in Scraper
ufcstats has new data available and deleted old one - potentially mini adaptation of scraper + preprocessing and one new scraping run
Missing Fights from Scraping
Not all fights are scraped. Example: Robbie Lawler only 3 fights
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