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 29 bike sharing demand prediction frameworks tracked. The highest-rated is ChaitanyaC22/Udacity-AWS-MLE-ND-Project1-Bike-Sharing-Demand-with-AutoGluon at 35/100 with 7 stars.

Get all 29 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,...	35	Emerging	7	HTML
2	rameerez/bicimad-data-analysis 🚲 BiciMAD - Data analysis + ML usage predictions of Madrid's public bike system data	32	Emerging	15	Jupyter Notebook
3	felipelodur/Bike-Sharing-Prediction-with-NeuralNet Developed as coursework for Udacity "Deep Learning Fundamentals" Nanodegree	30	Emerging	12	Jupyter Notebook
4	Aniket-Thopte/Demand-Forecasting-Public-Bike-Rental-Predictive-Modeling- Developed multiple predictive models with 90% accuracy for forecasting the...	26	Experimental	10	Jupyter Notebook
5	oyvinds78/trondheim-bus-ridership-prediction Machine learning pipeline for predicting hourly bus ridership in Trondheim,...	25	Experimental	5	Jupyter Notebook
6	bnarasimha21/bike-rental-prediction Machine learning model for bike rental demand forecasting	25	Experimental	—	Python
7	bnarasimha21/bikeshare-project Data analysis and ML project for bike-sharing demand prediction	24	Experimental	—	Python
8	nathanmarinas2/bicicoruna-fleet-optimization End-to-End optimization system for BiciCoruña bike-sharing network using...	24	Experimental	3	HTML
9	techbless/public-bike-predictor 🚲서울시 공공자전거 따릉이의 미래 재고수를 예측합니다.	24	Experimental	5	JavaScript
10	bnarasimha21/bikeshare-api REST API for bike-sharing data analysis and predictions	24	Experimental	—	Python
11	brendadenisse16/Predicting-Travel-Mode-Choices-with-Logistic-Regression-and-SVM Machine learning models for travel mode prediction, using logistic...	24	Experimental	4	—
12	FranusCode/bike-sharing-demand-analysis Analiza popytu na rowery miejskie w języku R. Wykorzystanie drzew...	23	Experimental	2	R
13	asashin6761/Seoul-Bike-Sharing-Demand-Predictor 🚲 Predict bike rental counts in Seoul using regression models to enhance...	23	Experimental	1	Jupyter Notebook
14	NicolasLasch/Bergen_Bike_Analysis Production-ready machine learning project that forecasts bike demand at...	23	Experimental	6	Jupyter Notebook
15	rabotnev/NYCCitiBikeShare Citi Bike NYC Trip Data Analysis Using Apache Spark	21	Experimental	—	HTML
16	zoltanjelovich/citi-bike-demand-forecasting Supplementary appendices and Jupyter notebooks supporting a master’s...	21	Experimental	—	Jupyter Notebook
17	williamsaether/BikeFit Bike Fitting Webapp with Deep Learning model - by @williamsaether & @omegeland	21	Experimental	4	Jupyter Notebook
18	tushar2704/Seoul-bike-trip-duration This repository contains the code and resources for predicting the duration...	17	Experimental	1	Jupyter Notebook
19	voidirl/travel-time-prediction-system predicts travel time using ML techniques based on distance and speed data,...	17	Experimental	1	Python
20	vinodbavage31/bike-rental Predictive model for daily bike rental demand. Utilizes EDA and a Tuned...	17	Experimental	8	Jupyter Notebook
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	sergey-kasatov/vehicle-silhouette-ml Vehicle silhouette classification (supervised + clustering + PCA) — ML case study	14	Experimental	—	—
24	daniau23/motor_vehicle_thefts_analysis An analysis of vehicle thefts	13	Experimental	—	Jupyter Notebook
25	ArmanMaghsoudi/Transportation-Planning-Project Seoul Bike-Sharing Optimization: A data-driven framework for urban mobility....	13	Experimental	—	Jupyter Notebook
26	Maryam-Sikander/autogluon-bike-prediction This project focuses on using the AWS open-source AutoML library, AutoGluon,...	11	Experimental	—	HTML
27	SanaElwaar/MLE_Bike_Sharing_Demand a project that deals with Auto ML using AutoGluon in order to generate...	11	Experimental	—	HTML
28	jyrj/Bike-sharing-DL Udacity Deep Learning nanodegree 'Bike sharing patterns' project	11	Experimental	—	Jupyter Notebook
29	nehSgnaiL/GeoTopo-Net Predicting short-term urban bike sharing demand in a coupled continuous and...	10	Experimental	1	—