NBA Game Prediction ML Frameworks

ML projects for predicting NBA game outcomes, player performance, and draft success using historical sports data. Does NOT include general sports betting models, other leagues (college/NFL), or sports APIs without predictive modeling.

There are 67 nba game prediction frameworks tracked. 2 score above 50 (established tier). The highest-rated is georgedouzas/sports-betting at 69/100 with 670 stars and 733 monthly downloads.

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#	Framework	Score	Tier	Stars	Language
1	georgedouzas/sports-betting Collection of sports betting AI tools.	69	Established	670	Python
2	roclark/sportsipy A free sports API written for python	62	Established	550	Python
3	saccofrancesco/deepshot AI model predicting NBA game outcomes using advanced stats and trends	46	Emerging	138	Jupyter Notebook
4	NBA-Betting/NBA_Betting Using data analytics and machine learning to create a comprehensive and...	45	Emerging	193	Jupyter Notebook
5	cmunch1/nba-prediction A project to deploy an online app that predicts the win probability for each...	45	Emerging	296	Jupyter Notebook
6	justinjjlee/NHL-Analytics Data science analyses delving into National Hockey League (NHL) ice hockey statistics	42	Emerging	23	Python
7	KengoA/fantasy-basketball Scraping statistics, predicting NBA player performance with neural networks...	41	Emerging	266	Jupyter Notebook
8	klane/databall Betting on the NBA with data	37	Emerging	149	Jupyter Notebook
9	jrbadiabo/Bet-on-Sibyl Machine Learning Model for Sport Predictions (Football, Basketball,...	35	Emerging	276	Jupyter Notebook
10	callmevojtko/Recommended-Bets-By-Email-MLB An advanced machine learning model utilizes a Random Forest Regressor to...	33	Emerging	28	Python
11	laplaces42/mlb_game_predictor Machine learning project that can predict the scores of MLB games.	33	Emerging	21	Python
12	adeshpande3/March-Madness-2017 Kaggle Competition for Predicting NCAA Basketball Tourney Games	32	Emerging	72	Jupyter Notebook
13	day-mon/sports-betting-ai A website that utilizes a deep learning neural network to detect who will...	30	Emerging	102	Rust
14	kheller18/nba-sports-betting-ml A machine learning project to predict moneyline and over/under probabilities...	29	Experimental	13	Jupyter Notebook
15	RasmusRynell/Predicting-NHL The project explores the idea of using different machine learning techniques...	29	Experimental	15	Python
16	bszek213/cbb_machine_learning Predicting College Basketball Games with Machine Learning	28	Experimental	12	Python
17	makispl/ml-nba-transfer-suggestion-app Create you ML application to. predict the next best NBA transaction, using...	27	Experimental	10	Jupyter Notebook
18	nealmick/Sports-Betting-ML-Tools-NBA NBA Machine Learning Tools	27	Experimental	88	Python
19	logan-lauton/nba_webscrape web scrapes performed for Kaggle datasets.	26	Experimental	8	Jupyter Notebook
20	Katadhin/basketball-prediction-engine Experiment in rapid iterative model development - Monte Carlo basketball predictions	23	Experimental	1	Python
21	kjaisingh/Forecasting-March-Madness A Machine Learning project to predict the results of the NCAA Men's March...	23	Experimental	34	Python
22	ianalloway/nba-edge NBA betting edge finder — power ratings, sigmoid win model, ML + spread edge...	23	Experimental	1	Python
23	RaresPetrisor22/predicting-nba-games-ml Live NBA ML Predictor: An automated pipeline that scrapes daily stats,...	23	Experimental	1	Python
24	paxtonedgar/ABBA Agent-callable sports analytics toolkit -- live data, ensemble predictions,...	22	Experimental	—	Python
25	Tersch23/Orange_Hoops_Challenge Orange Hoops Data Science Challenge, Predicting a clutch shooter.	22	Experimental	—	R
26	untitled114/Sport-suite NBA player props ML pipeline — LightGBM two-head stacked models, multi-book...	22	Experimental	—	Python
27	jaime12minaya/PredictPlus ⚾ Analyze pitcher predictability with Predict+, an R script that quantifies...	22	Experimental	—	R
28	ddayto21/NBA-Time-Series-Forecasts This repository leverages machine learning models to predict the outcomes of...	21	Experimental	15	Python
29	Codex-Crusader/Uni-basketball-ETL-pipeline End-to-end ML system for predicting university basketball outcomes with data...	21	Experimental	2	HTML
30	RohanPankaj/NBA-Prediction The NBA-Predictions Project uses Machine Learning to predict the score of...	20	Experimental	12	Jupyter Notebook
31	emcknight/nba-sales Sales Next Best Action (NBA) Decision Intelligence system with synthetic...	19	Experimental	—	Jupyter Notebook
32	fischlerben/NBA-Position-Predictor Machine Learning project using 15 seasons of NBA data (2005-2020) to predict...	19	Experimental	9	Jupyter Notebook
33	ethan-dinh/NFL-Prediction Machine learning algorithm to predict the outcome of NFL games	19	Experimental	9	Jupyter Notebook
34	scostello28/Bracket-Buster The Bracket Buster is a machine learning project with two models that...	18	Experimental	6	Jupyter Notebook
35	luke-lite/NBA-Prediction-Modeling Using machine learning to predict the outcome of NBA games.	18	Experimental	46	Jupyter Notebook
36	javicarela/prebet Complete Project on Extraction, Management, Prediction, and Profitability...	18	Experimental	4	R
37	willseff/NBA-Point-Spread-Predictor Web application using machine learning algorithms to predict whether an NBA...	18	Experimental	8	R
38	GogateVarun/NBA-Game-Predictor Analysis on a historical dataset of NBA odds and outcomes was used to...	18	Experimental	7	Jupyter Notebook
39	andreihar/footy-ai App for predicting UEFA Euro and Nations League tournaments	17	Experimental	2	TypeScript
40	ianalloway/ai-advantage Sports betting platform with ML predictions, Kelly Criterion bet sizing,...	16	Experimental	2	TypeScript
41	sdisorbo/cfb_spread_betting_model College football betting model made using xgBoost to predict game spreads	16	Experimental	3	R
42	JK-Future-GitHub/NBA_Champion I will predict the 2023 NBA Champion using Machine Learning	16	Experimental	18	Jupyter Notebook
43	mike-taylor99/MLMB Machine Learning on Men's Basketball	16	Experimental	—	Jupyter Notebook
44	dmb1o3/NBAWinPredictor Python scripts to download and store data from NBA API in a Postgres server....	15	Experimental	1	Python
45	MukundaKatta/sports-betting-analytics Betting edge finder & prop bet analyzer — pulls odds from multiple books,...	15	Experimental	1	Python
46	kennethhuang7/CourtVision NBA player performance prediction using ensemble machine learning models...	15	Experimental	5	TypeScript
47	coderfeye13/IPR-Final-NBA NBA game outcome prediction using machine learning.	14	Experimental	—	Jupyter Notebook
48	teaghanjohnson/nba-match-predictor Machine learning NBA game predictor using a Ridge Classifier trained on...	14	Experimental	—	Jupyter Notebook
49	tomersasson1/nba-awards-predictor Data science project implementing NBA-Awards-Predictor	14	Experimental	—	Python
50	coderhouse2025-droid/Miami-Heat Estadísticas de Miami Heat - Temporadas 2019 - 2024	14	Experimental	—	Jupyter Notebook
51	Princeu3/march-madness-2026-predictions Predicting every 2026 NCAA March Madness matchup using machine learning....	14	Experimental	—	Jupyter Notebook
52	ricd99/NHL_Playoff_Predictor Notebooks that document my process of: cleaning NHL data, features...	14	Experimental	—	Jupyter Notebook
53	kevzho/march-madness-26 Predicting March Madness '26 outcomes with ELO rankings + Logistic...	14	Experimental	—	Python
54	mikodusami/mls-salary-performance etl pipeline to determine stats that predict a mls player's salary (2025 data)	14	Experimental	—	Python
55	syanrun/NFLForecast Forecast NFL games with machine learning tools in Python	14	Experimental	9	HTML
56	rbalaji98/Hoop-Labs Basketball Prediction Project for HackTx	14	Experimental	1	JavaScript
57	johntomlinsonn/NBA-Game-Predictor Machine learning Model to predict NBA games with an accuracy of 80%....	14	Experimental	4	Jupyter Notebook
58	lamthienphuc/Predict-Basketball-Players-Winning-with-Time-Series-Forecasts The prestigious Most Valuable Player (MVP) award is the pinnacle of...	14	Experimental	4	HTML
59	giocld/sieve Sieve is a Python project that analyzes NBA player salaries relative to...	14	Experimental	—	Python
60	mattgilgo/March_Madness The best March Madness bracket predictor this side of the Mississippi.	14	Experimental	—	—
61	nadavo/mood The code base for the article "Predicting In-game Actions From the Language...	13	Experimental	7	—
62	GabrielPastorello/NBA-Modelo-MVP Use of Machine Learning tools with Python to observe the patterns in the...	13	Experimental	10	Jupyter Notebook
63	dpasse/pbp Named Entity and Relation Extraction models for NFL play-by-play snippets	13	Experimental	7	Jupyter Notebook
64	brianbailey18/NFL-Betting-Models This repository aims to provide robust NFL Betting Models based on play by play data.	12	Experimental	13	Python
65	BlueSCar/predictor Application for generating college football score and win probability...	12	Experimental	12	JavaScript
66	alihassanml/Fight-Prediction-Project This project focuses on predicting fight actions using deep learning. We...	12	Experimental	3	Jupyter Notebook
67	skerk001/court-vision-23-main Full-stack NBA analytics platform with proprietary PMI system — era-adjusted...	11	Experimental	—	TypeScript

Comparisons in this category

sports-betting and sports-betting-ai (69 vs 30) sports-betting and Sports-Betting-ML-Tools-NBA (69 vs 27) sports-betting-ai and Sports-Betting-ML-Tools-NBA (30 vs 27)