Esports Match Prediction ML Frameworks

Machine learning models that predict competitive match outcomes in team-based esports games (League of Legends, Valorant, Dota 2, CS2, PUBG, Rocket League). Does NOT include general sports prediction (Formula 1, cricket), single-player game analysis, or non-prediction esports tools.

There are 40 esports match prediction frameworks tracked. 2 score above 50 (established tier). The highest-rated is UnravelSports/unravelsports at 62/100 with 233 stars.

Get all 40 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=ml-frameworks&subcategory=esports-match-prediction&limit=20"

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#	Framework	Score	Tier	Stars	Language
1	UnravelSports/unravelsports The unravelsports package aims to aid researchers, analysts and enthusiasts...	62	Established	233	Python
2	oracle-devrel/leagueoflegends-optimizer League of Legends Optimizer - Learn Artificial Intelligence with Gaming	56	Established	148	Jupyter Notebook
3	andreiapostoae/dota2-predictor Tool that predicts the outcome of a Dota 2 game using Machine Learning	49	Emerging	374	Python
4	Oleffa/LeagueAI LeagueAI software framework for League of Legends that provides information...	49	Emerging	242	TeX
5	CorvusCodex/RouletteAi RouletteAi is a roulette artificial intelligence that uses machine learning...	47	Emerging	32	Python
6	fqhd/LoLytics A league of legends website that uses AI and machine learning to help the...	45	Emerging	4	Jupyter Notebook
7	Flames1217/LOL-DeepWinPredictor 基于双向双层、引入注意力机制的LSTM对英雄联盟比赛胜率进行预测。	40	Emerging	14	JavaScript
8	masterhood13/dota2predictor Dota 2 Match Result Predictor Telegram Bot Overview This project is a...	39	Emerging	30	Python
9	JohnsonJDDJ/zilean Python package that facilitates machine learning tasks on League of Legends matches.	37	Emerging	15	Python
10	ethan-eplee/HorseRacePrediction Using machine learning models to predict the outcome of a horse race, and...	34	Emerging	33	Jupyter Notebook
11	Christy-Lo/Horse-Racing-Prediction---Optimized-Gambling-Strategy A random forest model that generate profit of $40K in 3000 races based on...	33	Emerging	35	Jupyter Notebook
12	reneleogp/ML-Prediction-LoL In this project I implemented two machine learning algorithms to predicts...	31	Emerging	53	Jupyter Notebook
13	DJDarkCyber/SportsWinnerPredictor Predicts Sports Winner Team	30	Emerging	16	HTML
14	jman4162/Baseball-Pitch-Sequence-Prediction Baseball pitch sequence prediction using 7 ML models (LSTM, Transformer,...	30	Emerging	5	Jupyter Notebook
15	lipeeeee/league-draft-analyzer Deep learning model to analyze league draft's and predict outcome for...	30	Emerging	1	Python
16	jimjimliu/LOL_Rank_Game_Predictor An AI agent predicting League of Legends' Ranked Game	29	Experimental	7	Python
17	eric8395/baseball-analytics Predicting MLB player salaries and team wins with machine learning...	25	Experimental	8	Jupyter Notebook
18	minihat/LoL-Match-Prediction Win probability predictions for League of Legends matches using neural networks	25	Experimental	50	Python
19	eboekenh/Hitters_ML_Light_GBM MLB player salary prediction using LightGBM regression (RMSE 77.56)	24	Experimental	4	Python
20	oscarqjh/NTU_SC1015_Project A mini project for NTU's data science and artificial intelligence mod -...	24	Experimental	5	Jupyter Notebook
21	ianalloway/sports-betting-ml Machine learning models for sports betting — logistic regression, XGBoost,...	23	Experimental	1	Python
22	Ocean220823/Cs2-win-prediction-ml 🎯 CS2 Win Prediction ML Model : A machine learning project that predicts the...	22	Experimental	—	Jupyter Notebook
23	comcgovern/PredictPlus Measuring MLB and AAA pitcher unpredictability in R through machine learning...	22	Experimental	—	R
24	Juniorffonseca/valorant-predictor Using Machine Learning to predict match results from the competitive Valorant scene.	22	Experimental	24	R
25	Hasan-65/Dota-2-Win-Streak-Predictor 🎯 Predict your next Dota 2 win streak with 85% accuracy by analyzing match...	22	Experimental	2	Python
26	arios37/statcast-bayesian-pitch-model Bayesian hierarchical regression for pitch-level expected run value using...	21	Experimental	—	Jupyter Notebook
27	neilsorkin19/ValLoadoutToWin Uses machine learning to predict round win probability and match win...	21	Experimental	7	—
28	uwaiszmuhammed07-hash/pubg-game-winner-prediction Machine Learning project predicting PUBG match win placement using LightGBM...	21	Experimental	—	Jupyter Notebook
29	phenrickson/bgg-predictive-models Predictive models with for board game data	21	Experimental	1	Python
30	nonrice/clash-royale-battle-predictor Predicts the outcome of Clash Royale battles from player decks.	18	Experimental	2	Jupyter Notebook
31	vinodbavage31/PUBG-GameWinnerPred A data science project analyzing a massive competitive game dataset of 4.4M+...	17	Experimental	8	Jupyter Notebook
32	1FarZ1/league-of-legends-win-predector A ML Model That Predict The Percentage of Winning for Each Blue And Red Team...	15	Experimental	29	Jupyter Notebook
33	Jaisinghchoudhary/Finales-Abschlussprojekt 🎮 Analyze League of Legends data using Python and machine learning to...	14	Experimental	—	Jupyter Notebook
34	ZackDoll/PitchingStats Work for pitch predictor at https://pitch-predictor.onrender.com	14	Experimental	1	JavaScript
35	d-roho/CSGOPredictor A python app that automatically collects, preprocesses game data and...	14	Experimental	17	Python
36	jakeenea51/MLB-Pitch-Identification-with-ML Identify the name of a pitch being thrown using a machine learning model.	12	Experimental	7	Jupyter Notebook
37	asgaardlab/done-20-markos-dota2_win_prediction-code Project to investigate win prediction models for Dota 2 and factors that...	11	Experimental	4	Jupyter Notebook
38	Ad882/TOP-14-s-2022---2023-ranking-prediction Simple machine learning project to predict the ranking of the 2022-2023's...	11	Experimental	—	Jupyter Notebook
39	omotuno/baseball_salary_prediction Regression Analysis project	11	Experimental	—	HTML
40	ivan-fdez-garcia/ClashRoyale-ML Trabajo Fin de Máster: "Análisis y Predicción de Resultados en Partidas de...	10	Experimental	1	Jupyter Notebook

Comparisons in this category

dota2-predictor and dota2predictor (49 vs 39)