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 69 nba game prediction frameworks tracked. 4 score above 50 (established tier). The highest-rated is georgedouzas/sports-betting at 69/100 with 670 stars.

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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	60	Established	550	Python
3	NBA-Betting/NBA_Betting Using data analytics and machine learning to create a comprehensive and...	52	Established	193	Jupyter Notebook
4	saccofrancesco/deepshot AI model predicting NBA game outcomes using advanced stats and trends	50	Established	138	Jupyter Notebook
5	cmunch1/nba-prediction A project to deploy an online app that predicts the win probability for each...	49	Emerging	296	Jupyter Notebook
6	KengoA/fantasy-basketball Scraping statistics, predicting NBA player performance with neural networks...	48	Emerging	266	Jupyter Notebook
7	justinjjlee/NHL-Analytics Data science analyses delving into National Hockey League (NHL) ice hockey statistics	46	Emerging	23	Python
8	klane/databall Betting on the NBA with data	44	Emerging	149	Jupyter Notebook
9	jrbadiabo/Bet-on-Sibyl Machine Learning Model for Sport Predictions (Football, Basketball,...	42	Emerging	276	Jupyter Notebook
10	callmevojtko/Recommended-Bets-By-Email-MLB An advanced machine learning model utilizes a Random Forest Regressor to...	40	Emerging	28	Python
11	laplaces42/mlb_game_predictor Machine learning project that can predict the scores of MLB games.	40	Emerging	21	Python
12	adeshpande3/March-Madness-2017 Kaggle Competition for Predicting NCAA Basketball Tourney Games	39	Emerging	72	Jupyter Notebook
13	day-mon/sports-betting-ai A website that utilizes a deep learning neural network to detect who will...	37	Emerging	102	Rust
14	kheller18/nba-sports-betting-ml A machine learning project to predict moneyline and over/under probabilities...	36	Emerging	13	Jupyter Notebook
15	RasmusRynell/Predicting-NHL The project explores the idea of using different machine learning techniques...	36	Emerging	15	Python
16	bszek213/cbb_machine_learning Predicting College Basketball Games with Machine Learning	35	Emerging	12	Python
17	makispl/ml-nba-transfer-suggestion-app Create you ML application to. predict the next best NBA transaction, using...	34	Emerging	10	Jupyter Notebook
18	nealmick/Sports-Betting-ML-Tools-NBA NBA Machine Learning Tools	34	Emerging	88	Python
19	logan-lauton/nba_webscrape web scrapes performed for Kaggle datasets.	33	Emerging	8	Jupyter Notebook
20	kjaisingh/Forecasting-March-Madness A Machine Learning project to predict the results of the NCAA Men's March...	30	Emerging	34	Python
21	ddayto21/NBA-Time-Series-Forecasts This repository leverages machine learning models to predict the outcomes of...	28	Experimental	15	Python
22	RohanPankaj/NBA-Prediction The NBA-Predictions Project uses Machine Learning to predict the score of...	27	Experimental	12	Jupyter Notebook
23	fischlerben/NBA-Position-Predictor Machine Learning project using 15 seasons of NBA data (2005-2020) to predict...	26	Experimental	9	Jupyter Notebook
24	ethan-dinh/NFL-Prediction Machine learning algorithm to predict the outcome of NFL games	26	Experimental	9	Jupyter Notebook
25	scostello28/Bracket-Buster The Bracket Buster is a machine learning project with two models that...	25	Experimental	6	Jupyter Notebook
26	luke-lite/NBA-Prediction-Modeling Using machine learning to predict the outcome of NBA games.	25	Experimental	46	Jupyter Notebook
27	GogateVarun/NBA-Game-Predictor Analysis on a historical dataset of NBA odds and outcomes was used to...	25	Experimental	7	Jupyter Notebook
28	willseff/NBA-Point-Spread-Predictor Web application using machine learning algorithms to predict whether an NBA...	25	Experimental	8	R
29	javicarela/prebet Complete Project on Extraction, Management, Prediction, and Profitability...	25	Experimental	4	R
30	andreihar/footy-ai App for predicting UEFA Euro and Nations League tournaments	24	Experimental	2	TypeScript
31	Codex-Crusader/Uni-basketball-ETL-pipeline End-to-end ML system for predicting university basketball outcomes with data...	23	Experimental	2	HTML
32	ianalloway/nba-edge NBA betting edge finder — power ratings, sigmoid win model, ML + spread edge...	23	Experimental	1	Python
33	JK-Future-GitHub/NBA_Champion I will predict the 2023 NBA Champion using Machine Learning	23	Experimental	18	Jupyter Notebook
34	sdisorbo/cfb_spread_betting_model College football betting model made using xgBoost to predict game spreads	23	Experimental	3	R
35	Tersch23/Orange_Hoops_Challenge Orange Hoops Data Science Challenge, Predicting a clutch shooter.	22	Experimental	—	R
36	dmb1o3/NBAWinPredictor Python scripts to download and store data from NBA API in a Postgres server....	22	Experimental	1	Python
37	untitled114/Sport-suite NBA player props ML pipeline — LightGBM two-head stacked models, multi-book...	22	Experimental	—	Python
38	jaime12minaya/PredictPlus ⚾ Analyze pitcher predictability with Predict+, an R script that quantifies...	22	Experimental	—	R
39	Katadhin/basketball-prediction-engine Experiment in rapid iterative model development - Monte Carlo basketball predictions	22	Experimental	1	Python
40	emcknight/nba-sales Sales Next Best Action (NBA) Decision Intelligence system with synthetic...	21	Experimental	—	Jupyter Notebook
41	johntomlinsonn/NBA-Game-Predictor Machine learning Model to predict NBA games with an accuracy of 80%....	21	Experimental	4	Jupyter Notebook
42	syanrun/NFLForecast Forecast NFL games with machine learning tools in Python	21	Experimental	9	HTML
43	lamthienphuc/Predict-Basketball-Players-Winning-with-Time-Series-Forecasts The prestigious Most Valuable Player (MVP) award is the pinnacle of...	21	Experimental	4	HTML
44	GabrielPastorello/NBA-Modelo-MVP Use of Machine Learning tools with Python to observe the patterns in the...	20	Experimental	10	Jupyter Notebook
45	dpasse/pbp Named Entity and Relation Extraction models for NFL play-by-play snippets	20	Experimental	7	Jupyter Notebook
46	nadavo/mood The code base for the article "Predicting In-game Actions From the Language...	20	Experimental	7	—
47	alihassanml/Fight-Prediction-Project This project focuses on predicting fight actions using deep learning. We...	19	Experimental	3	Jupyter Notebook
48	ianalloway/ai-advantage Sports betting platform with ML predictions, Kelly Criterion bet sizing,...	19	Experimental	2	TypeScript
49	BlueSCar/predictor Application for generating college football score and win probability...	19	Experimental	12	JavaScript
50	brianbailey18/NFL-Betting-Models This repository aims to provide robust NFL Betting Models based on play by play data.	19	Experimental	13	Python
51	kennethhuang7/CourtVision NBA player performance prediction using ensemble machine learning models...	19	Experimental	5	TypeScript
52	mike-taylor99/MLMB Machine Learning on Men's Basketball	16	Experimental	—	Jupyter Notebook
53	rbalaji98/Hoop-Labs Basketball Prediction Project for HackTx	16	Experimental	1	JavaScript
54	MukundaKatta/sports-betting-analytics Betting edge finder & prop bet analyzer — pulls odds from multiple books,...	15	Experimental	1	Python
55	rixiiz/Using-KNN-to-predict-the-OBP-of-MLB-players Using KNN to predict the On Base Percentage (OBP) of Major League Baseball...	14	Experimental	1	Jupyter Notebook
56	teaghanjohnson/nba-match-predictor Machine learning NBA game predictor using a Ridge Classifier trained on...	14	Experimental	—	Jupyter Notebook
57	kevzho/march-madness-26 Predicting March Madness '26 outcomes with ELO rankings + Logistic...	14	Experimental	—	Python
58	mattgilgo/March_Madness The best March Madness bracket predictor this side of the Mississippi.	14	Experimental	—	—
59	tomersasson1/nba-awards-predictor Data science project implementing NBA-Awards-Predictor	14	Experimental	—	Python
60	coderhouse2025-droid/Miami-Heat Estadísticas de Miami Heat - Temporadas 2019 - 2024	14	Experimental	—	Jupyter Notebook
61	Princeu3/march-madness-2026-predictions Predicting every 2026 NCAA March Madness matchup using machine learning....	14	Experimental	—	Jupyter Notebook
62	Tanwar-12/NBA-SHOT-SELECTION NBA shot selection analysis involves studying the shots taken by basketball...	12	Experimental	6	Jupyter Notebook
63	chayansraj/LINHAC-2022-Data-Science-Student-Competition Linköping Hockey Analytics Conference - LINHAC 2022 \| Given the event data,...	12	Experimental	8	Jupyter Notebook
64	Jayplect/nba-player-points-prediction I worked as part of a team in this project with a goal to predict the points...	12	Experimental	6	Jupyter Notebook
65	7antoniosegovia/ML_NBA_Predictions Predicting NBA results with Machine Learning models.	12	Experimental	6	R
66	ricd99/NHL_Playoff_Predictor Notebooks that document my process of: cleaning NHL data, features...	11	Experimental	—	Jupyter Notebook
67	adldtd/PyTorch-Hockey-Predictor A machine learning project + scraper using hockey data	11	Experimental	3	JavaScript
68	coderfeye13/IPR-Final-NBA NBA game outcome prediction using machine learning.	11	Experimental	—	Jupyter Notebook
69	bloodlinealpha/scikit-learn-nhl scikit-learn examples and tutorials using NHL data	11	Experimental	4	—

Comparisons in this category

sports-betting and sports-betting-ai (69 vs 37) sports-betting and Sports-Betting-ML-Tools-NBA (69 vs 34) NBA_Betting and nba-prediction (52 vs 49) NBA_Betting and deepshot (52 vs 50) NBA_Betting and sports-betting-ai (52 vs 37) NBA_Betting and Sports-Betting-ML-Tools-NBA (52 vs 34) deepshot and Sports-Betting-ML-Tools-NBA (50 vs 34) NBA_Betting and nba-sports-betting-ml (52 vs 36) sports-betting-ai and Sports-Betting-ML-Tools-NBA (37 vs 34) cbb_machine_learning and Forecasting-March-Madness (35 vs 30)