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 34 esports match prediction frameworks tracked. 1 score above 50 (established tier). The highest-rated is UnravelSports/unravelsports at 60/100 with 233 stars and 111 monthly downloads.

Get all 34 projects as JSON

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#	Framework	Score	Tier	Stars	Language
1	UnravelSports/unravelsports The unravelsports package aims to aid researchers, analysts and enthusiasts...	60	Established	233	Python
2	oracle-devrel/leagueoflegends-optimizer League of Legends Optimizer - Learn Artificial Intelligence with Gaming	49	Emerging	148	Jupyter Notebook
3	Oleffa/LeagueAI LeagueAI software framework for League of Legends that provides information...	42	Emerging	242	TeX
4	andreiapostoae/dota2-predictor Tool that predicts the outcome of a Dota 2 game using Machine Learning	42	Emerging	374	Python
5	CorvusCodex/RouletteAi RouletteAi is a roulette artificial intelligence that uses machine learning...	40	Emerging	32	Python
6	fqhd/LoLytics A league of legends website that uses AI and machine learning to help the...	38	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。	33	Emerging	14	JavaScript
8	masterhood13/dota2predictor Dota 2 Match Result Predictor Telegram Bot Overview This project is a...	32	Emerging	30	Python
9	JohnsonJDDJ/zilean Python package that facilitates machine learning tasks on League of Legends matches.	30	Emerging	15	Python
10	ethan-eplee/HorseRacePrediction Using machine learning models to predict the outcome of a horse race, and...	27	Experimental	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...	26	Experimental	35	Jupyter Notebook
12	reneleogp/ML-Prediction-LoL In this project I implemented two machine learning algorithms to predicts...	24	Experimental	53	Jupyter Notebook
13	jman4162/Baseball-Pitch-Sequence-Prediction Baseball pitch sequence prediction using 7 ML models (LSTM, Transformer,...	23	Experimental	5	Jupyter Notebook
14	lipeeeee/league-draft-analyzer Deep learning model to analyze league draft's and predict outcome for...	23	Experimental	1	Python
15	ianalloway/sports-betting-ml Machine learning models for sports betting — logistic regression, XGBoost,...	23	Experimental	1	Python
16	DJDarkCyber/SportsWinnerPredictor Predicts Sports Winner Team	23	Experimental	16	HTML
17	mzafram2001/football-database-fver ⚽ Football database. Ideal for machine learning, betting and analytics. 📂...	22	Experimental	4	—
18	uwaiszmuhammed07-hash/pubg-game-winner-prediction Machine Learning project predicting PUBG match win placement using LightGBM...	22	Experimental	—	Jupyter Notebook
19	jimjimliu/LOL_Rank_Game_Predictor An AI agent predicting League of Legends' Ranked Game	22	Experimental	7	Python
20	comcgovern/PredictPlus Measuring MLB and AAA pitcher unpredictability in R through machine learning...	22	Experimental	—	R
21	Ocean220823/Cs2-win-prediction-ml 🎯 CS2 Win Prediction ML Model : A machine learning project that predicts the...	22	Experimental	—	Jupyter Notebook
22	arios37/statcast-bayesian-pitch-model Bayesian hierarchical regression for pitch-level expected run value using...	19	Experimental	—	Jupyter Notebook
23	eric8395/baseball-analytics Predicting MLB player salaries and team wins with machine learning...	18	Experimental	8	Jupyter Notebook
24	minihat/LoL-Match-Prediction Win probability predictions for League of Legends matches using neural networks	18	Experimental	50	Python
25	oscarqjh/NTU_SC1015_Project A mini project for NTU's data science and artificial intelligence mod -...	17	Experimental	5	Jupyter Notebook
26	eboekenh/Hitters_ML_Light_GBM MLB player salary prediction using LightGBM regression (RMSE 77.56)	17	Experimental	4	Python
27	straslerj/mlb-win-predictor AWS-hosted program to collect and prepare a database of MLB games to be used...	17	Experimental	5	Jupyter Notebook
28	Hasan-65/Dota-2-Win-Streak-Predictor 🎯 Predict your next Dota 2 win streak with 85% accuracy by analyzing match...	16	Experimental	2	Python
29	phenrickson/bgg-predictive-models Predictive models with for board game data	15	Experimental	1	Python
30	Juniorffonseca/valorant-predictor Using Machine Learning to predict match results from the competitive Valorant scene.	15	Experimental	24	R
31	Jaisinghchoudhary/Finales-Abschlussprojekt 🎮 Analyze League of Legends data using Python and machine learning to...	14	Experimental	—	Jupyter Notebook
32	neilsorkin19/ValLoadoutToWin Uses machine learning to predict round win probability and match win...	14	Experimental	7	—
33	nonrice/clash-royale-battle-predictor Predicts the outcome of Clash Royale battles from player decks.	11	Experimental	2	Jupyter Notebook
34	vinodbavage31/PUBG-GameWinnerPred A data science project analyzing a massive competitive game dataset of 4.4M+...	11	Experimental	8	Jupyter Notebook

Comparisons in this category

dota2-predictor and dota2predictor (42 vs 32)