Traffic Flow Prediction ML Frameworks

Machine learning pipelines for forecasting traffic congestion, vehicle flow, and network-wide transportation patterns using historical data and spatio-temporal modeling. Does NOT include general traffic classification, ride-sharing apps, or urban planning without predictive ML components.

There are 46 traffic flow prediction frameworks tracked. The highest-rated is LibCity/Bigscity-LibCity at 49/100 with 1,101 stars.

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#	Framework	Score	Tier	Stars	Language
1	LibCity/Bigscity-LibCity LibCity: An Open Library for Urban Spatial-temporal Data Mining	49	Emerging	1,101	Python
2	aptx1231/Traffic-Prediction-Open-Code-Summary Summary of open source code for deep learning models in the field of traffic...	48	Emerging	279	—
3	himamuralik/Ship-trajectory-prediction-benchmarking-dissertation Benchmarking BiLSTM-Attention vs GRU models for Ship Trajectory Prediction...	39	Emerging	2	Jupyter Notebook
4	im0qianqian/WSDM2022TGP-AntGraph the 1st place of WSDM 2022 Challenge (Temporal Link Prediction)	38	Emerging	13	Jupyter Notebook
5	zouguojian/Traffic-flow-prediction This work considers combine multi-tricks with highway network to achieve...	37	Emerging	29	Python
6	pabloguarda/mate Network-wide estimation of traffic flow and travel time with data-driven...	36	Emerging	8	Python
7	xiepeng21/research_spatio-temporal-data-mining A collection of research on spatio-temporal data mining	36	Emerging	157	—
8	zouguojian/Personal-Accepted-Research Welcome to quote our published papers, and the codes have been uploaded.	36	Emerging	19	—
9	LibCity/M-LibCity M-LibCity: An Open Source Library for Urban Spatio-temporal Prediction...	35	Emerging	9	Python
10	xueyan-dut/Deep-Learning-on-Traffic-Prediction Repository for Deep Learning on Traffic Prediction: Methods, Analysis and...	35	Emerging	13	—
11	AlaaSedeeq/Millan-Data-Imputation-And-Forecasting Mobile Network Traffic Forcasting using Milan's Telefonica mobile network data	35	Emerging	11	Jupyter Notebook
12	ramtiin/Traffic-forecasting-using-different-methods Time series prediction using deep learning	35	Emerging	11	Jupyter Notebook
13	PrinceSumberia/assets-management Android Application For Inventory/Assets Management Using AI	35	Emerging	42	Java
14	LibCity/Bigscity-LibCity-PaperList Paper list in traffic prediction field	34	Emerging	229	—
15	thenomaniqbal/Traffic-flow-prediction Long Short-Term Memory(LSTM) is a particular type of Recurrent Neural...	32	Emerging	38	Jupyter Notebook
16	FionaLippert/FluxRGNN Spatio-temporal modeling framework for large-scale migration forecasts based...	31	Emerging	9	Jupyter Notebook
17	Eviannn/Transportation-Mode-Detection-Using-GPS-Data Final Year Project in SEU, 2021.06	29	Experimental	16	HTML
18	atharva-hukkeri/Traffic-Prediction-using-Machine-Learning The project aims to develop models that can forecast traffic congestion,...	29	Experimental	12	Jupyter Notebook
19	pabloguarda/pesuelogit Parameter Estimation of LOGIT-based Stochastic User Equilibrium models using...	28	Experimental	10	Python
20	JackHCC/Graduation-Design 😁【北京市优秀毕业论文】基于车辆轨迹时空数据的城市热点预测模型研究【Urban hot spot prediction model based on...	26	Experimental	32	Python
21	aravinda-1402/Link-Quality-Prediction-for-LTE-and-WiFi-Networks This is study primarily deals with classifying the future link qualities...	25	Experimental	5	Jupyter Notebook
22	enginBozkurt/Grab_AI Traffic Management Project - Understanding travel demand and travel...	25	Experimental	5	Jupyter Notebook
23	lirits/NetworkTrafficPrediction Using deep learning methods to predict network traffic(such as Lte..)	24	Experimental	13	Jupyter Notebook
24	FareedKhan-dev/Uber-Movement-Traffic-Flow-Analysis-Python MS Data Science Social Network Analysis Project	23	Experimental	3	—
25	aniket-1177/Network-Traffic-Congestion-Prediction This project implements an end-to-end machine learning pipeline for...	23	Experimental	3	Jupyter Notebook
26	umr-ds/seamcon-learning-wifi-loss Learning Wi-Fi Connection Loss Predictions (Jupyter Notebook Evaluation)	22	Experimental	6	Java
27	LaudIt/barcelona-accessibility-intelligence-system 🏙️ Transform urban data into insights with the Barcelona Accessibility...	22	Experimental	—	Jupyter Notebook
28	BiplabaKrSamal/Traffic-Flow-Prediction-PEMS03 Large-scale highway traffic prediction using PySpark, Hive & ML models...	22	Experimental	—	—
29	qurbaneliii/kinetix-flow Transforming urban transportation through predictive analytics. Kinetix uses...	22	Experimental	—	Jupyter Notebook
30	HKAB/ML-Project-Traffic-Flow-Forecasting ASTGCN, LSTM, GCN LSTM with fused result from previous week, day, hour	21	Experimental	24	Jupyter Notebook
31	KalcMatej99/TrafficPrediction_MLG_Project Traffic prediction using Spatio-Temporal Graph Neural Network	21	Experimental	9	Jupyter Notebook
32	UCFLeiHan/LSTM-Transformer-crash-risk-evaluation This is the source codes and modeling data for paper: LSTM + Transformer...	20	Experimental	10	Jupyter Notebook
33	yanganYNU/STGCN traffic flow prediction	19	Experimental	16	Python
34	GuilhermeLobo225/DAA 🚦 Road Traffic Flow Prediction in Porto using Machine Learning.	18	Experimental	3	Jupyter Notebook
35	ZeshanA/transport My final year individual project for the BEng Computing degree at Imperial...	17	Experimental	1	Go
36	mohanchand-kommalapati/Uber-predictive-traffic-modelling Develop a predictive model to accurately forecast hourly traffic volumes at...	15	Experimental	—	Jupyter Notebook
37	kandera37/predictive-cloud-alerting Baseline predictive alerting system for cloud metrics using sliding windows...	14	Experimental	—	Python
38	D1360m1r4nd4/network-prb-prediction End-to-end data science project on a synthetic 5G/LTE Radio Access Network...	14	Experimental	—	Jupyter Notebook
39	dishachawhan/traffic.congestion.predictor python flask artificial-intelligence traffic-prediction machine-learning...	14	Experimental	—	Python
40	potential-capecod949/linear-programming-course 📊 Explore linear programming and mathematical optimization using Google...	14	Experimental	—	Jupyter Notebook
41	Manognaaaaaa/Traffic_Pattern_Clustering Graph-Aware Traffic Risk Persona Clustering: A complete ML pipeline using...	14	Experimental	—	Jupyter Notebook
42	Lipranj14/Manipur_Conflict_Analyzer Interactive geospatial and temporal analysis dashboard for predicting...	14	Experimental	—	Python
43	ktamburi/Bachelor-Thesis AI-powered logistics optimization model using LSTM forecasting, MILP, and...	14	Experimental	1	Jupyter Notebook
44	thehackersplaybook/requerb Traffic spike prediction using Deep Neural Networks.	11	Experimental	—	Python
45	furk4neg3/Traffic-Volume-Forecasting Traffic volume forecasting with AI using bidirectional LSTM model and React frontend.	10	Experimental	2	Python
46	thoth2357/Traffic-Flow-Prediction ⚙️ Predicting traffic congestion and optimizing flow using machine learning...	10	Experimental	2	Rich Text Format

Comparisons in this category

Bigscity-LibCity and M-LibCity (49 vs 35)