Bike Sharing Demand Prediction ML Frameworks

Machine learning projects for forecasting bike rental/sharing demand using regression, time-series, and ensemble methods. Does NOT include general transportation prediction, travel mode classification, or non-demand urban mobility analysis.

There are 26 bike sharing demand prediction frameworks tracked. The highest-rated is ChaitanyaC22/Udacity-AWS-MLE-ND-Project1-Bike-Sharing-Demand-with-AutoGluon at 28/100 with 7 stars.

Get all 26 projects as JSON

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#	Framework	Score	Tier	Stars	Language
1	ChaitanyaC22/Udacity-AWS-MLE-ND-Project1-Bike-Sharing-Demand-with-AutoGluon This project focuses on using the AWS open-source AutoML library, AutoGluon,...	28	Experimental	7	HTML
2	rameerez/bicimad-data-analysis 🚲 BiciMAD - Data analysis + ML usage predictions of Madrid's public bike system data	25	Experimental	15	Jupyter Notebook
3	bnarasimha21/bike-rental-prediction Machine learning model for bike rental demand forecasting	25	Experimental	—	Python
4	bnarasimha21/bikeshare-api REST API for bike-sharing data analysis and predictions	24	Experimental	—	Python
5	bnarasimha21/bikeshare-project Data analysis and ML project for bike-sharing demand prediction	24	Experimental	—	Python
6	felipelodur/Bike-Sharing-Prediction-with-NeuralNet Developed as coursework for Udacity "Deep Learning Fundamentals" Nanodegree	23	Experimental	12	Jupyter Notebook
7	asashin6761/Seoul-Bike-Sharing-Demand-Predictor 🚲 Predict bike rental counts in Seoul using regression models to enhance...	23	Experimental	1	Jupyter Notebook
8	nathanmarinas2/bicicoruna-fleet-optimization End-to-End optimization system for BiciCoruña bike-sharing network using...	22	Experimental	3	HTML
9	FranusCode/bike-sharing-demand-analysis Analiza popytu na rowery miejskie w języku R. Wykorzystanie drzew...	21	Experimental	2	R
10	zoltanjelovich/citi-bike-demand-forecasting Supplementary appendices and Jupyter notebooks supporting a master’s...	19	Experimental	—	Jupyter Notebook
11	Aniket-Thopte/Demand-Forecasting-Public-Bike-Rental-Predictive-Modeling- Developed multiple predictive models with 90% accuracy for forecasting the...	19	Experimental	10	Jupyter Notebook
12	oyvinds78/trondheim-bus-ridership-prediction Machine learning pipeline for predicting hourly bus ridership in Trondheim,...	19	Experimental	5	Jupyter Notebook
13	NicolasLasch/Bergen_Bike_Analysis Production-ready machine learning project that forecasts bike demand at...	19	Experimental	6	Jupyter Notebook
14	rabotnev/NYCCitiBikeShare Citi Bike NYC Trip Data Analysis Using Apache Spark	19	Experimental	—	HTML
15	techbless/public-bike-predictor 🚲서울시 공공자전거 따릉이의 미래 재고수를 예측합니다.	17	Experimental	5	JavaScript
16	brendadenisse16/Predicting-Travel-Mode-Choices-with-Logistic-Regression-and-SVM Machine learning models for travel mode prediction, using logistic...	17	Experimental	4	—
17	voidirl/travel-time-prediction-system predicts travel time using ML techniques based on distance and speed data,...	15	Experimental	1	Python
18	williamsaether/BikeFit Bike Fitting Webapp with Deep Learning model - by @williamsaether & @omegeland	14	Experimental	4	Jupyter Notebook
19	MalongaFructueux/tracker-velib-paris 🚴 Visualize real-time availability of Vélib' bike stations in Paris, showing...	14	Experimental	—	TypeScript
20	sergey-kasatov/vehicle-silhouette-ml Vehicle silhouette classification (supervised + clustering + PCA) — ML case study	14	Experimental	—	—
21	divyanshu-agwekar/Transport-Demand-Prediction Transport Demand Prediction using Linear Regression \| Machine Learning Project	14	Experimental	—	Jupyter Notebook
22	raymondLi003/Bayesian-CitiBike-Prediction Bayesian logistic regression for predicting NYC CitiBike trip destinations,...	14	Experimental	—	Jupyter Notebook
23	ArmanMaghsoudi/Transportation-Planning-Project Seoul Bike-Sharing Optimization: A data-driven framework for urban mobility....	11	Experimental	—	Jupyter Notebook
24	daniau23/motor_vehicle_thefts_analysis An analysis of vehicle thefts	11	Experimental	—	Jupyter Notebook
25	vinodbavage31/bike-rental Predictive model for daily bike rental demand. Utilizes EDA and a Tuned...	11	Experimental	8	Jupyter Notebook
26	tushar2704/Seoul-bike-trip-duration This repository contains the code and resources for predicting the duration...	10	Experimental	1	Jupyter Notebook