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 45 traffic flow prediction frameworks tracked. The highest-rated is LibCity/Bigscity-LibCity at 42/100 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	42	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...	41	Emerging	279	—
3	himamuralik/Ship-trajectory-prediction-benchmarking-dissertation Benchmarking BiLSTM-Attention vs GRU models for Ship Trajectory Prediction...	33	Emerging	2	Jupyter Notebook
4	im0qianqian/WSDM2022TGP-AntGraph the 1st place of WSDM 2022 Challenge (Temporal Link Prediction)	31	Emerging	13	Jupyter Notebook
5	zouguojian/Traffic-flow-prediction This work considers combine multi-tricks with highway network to achieve...	30	Emerging	29	Python
6	xiepeng21/research_spatio-temporal-data-mining A collection of research on spatio-temporal data mining	29	Experimental	157	—
7	pabloguarda/mate Network-wide estimation of traffic flow and travel time with data-driven...	29	Experimental	8	Python
8	zouguojian/Personal-Accepted-Research Welcome to quote our published papers, and the codes have been uploaded.	29	Experimental	19	—
9	PrinceSumberia/assets-management Android Application For Inventory/Assets Management Using AI	28	Experimental	42	Java
10	xueyan-dut/Deep-Learning-on-Traffic-Prediction Repository for Deep Learning on Traffic Prediction: Methods, Analysis and...	28	Experimental	13	—
11	ramtiin/Traffic-forecasting-using-different-methods Time series prediction using deep learning	28	Experimental	11	Jupyter Notebook
12	LibCity/M-LibCity M-LibCity: An Open Source Library for Urban Spatio-temporal Prediction...	28	Experimental	9	Python
13	AlaaSedeeq/Millan-Data-Imputation-And-Forecasting Mobile Network Traffic Forcasting using Milan's Telefonica mobile network data	28	Experimental	11	Jupyter Notebook
14	LibCity/Bigscity-LibCity-PaperList Paper list in traffic prediction field	27	Experimental	229	—
15	thenomaniqbal/Traffic-flow-prediction Long Short-Term Memory(LSTM) is a particular type of Recurrent Neural...	25	Experimental	38	Jupyter Notebook
16	FionaLippert/FluxRGNN Spatio-temporal modeling framework for large-scale migration forecasts based...	24	Experimental	9	Jupyter Notebook
17	qurbaneliii/kinetix-flow Transforming urban transportation through predictive analytics. Kinetix uses...	22	Experimental	—	Jupyter Notebook
18	BiplabaKrSamal/Traffic-Flow-Prediction-PEMS03 Large-scale highway traffic prediction using PySpark, Hive & ML models...	22	Experimental	—	—
19	LaudIt/barcelona-accessibility-intelligence-system 🏙️ Transform urban data into insights with the Barcelona Accessibility...	22	Experimental	—	Jupyter Notebook
20	Eviannn/Transportation-Mode-Detection-Using-GPS-Data Final Year Project in SEU, 2021.06	22	Experimental	16	HTML
21	atharva-hukkeri/Traffic-Prediction-using-Machine-Learning The project aims to develop models that can forecast traffic congestion,...	22	Experimental	12	Jupyter Notebook
22	pabloguarda/pesuelogit Parameter Estimation of LOGIT-based Stochastic User Equilibrium models using...	21	Experimental	10	Python
23	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...	19	Experimental	32	Python
24	aravinda-1402/Link-Quality-Prediction-for-LTE-and-WiFi-Networks This is study primarily deals with classifying the future link qualities...	18	Experimental	5	Jupyter Notebook
25	enginBozkurt/Grab_AI Traffic Management Project - Understanding travel demand and travel...	18	Experimental	5	Jupyter Notebook
26	lirits/NetworkTrafficPrediction Using deep learning methods to predict network traffic(such as Lte..)	17	Experimental	13	Jupyter Notebook
27	aniket-1177/Network-Traffic-Congestion-Prediction This project implements an end-to-end machine learning pipeline for...	16	Experimental	3	Jupyter Notebook
28	FareedKhan-dev/Uber-Movement-Traffic-Flow-Analysis-Python MS Data Science Social Network Analysis Project	16	Experimental	3	—
29	umr-ds/seamcon-learning-wifi-loss Learning Wi-Fi Connection Loss Predictions (Jupyter Notebook Evaluation)	15	Experimental	6	Java
30	KalcMatej99/TrafficPrediction_MLG_Project Traffic prediction using Spatio-Temporal Graph Neural Network	14	Experimental	9	Jupyter Notebook
31	Manognaaaaaa/Traffic_Pattern_Clustering Graph-Aware Traffic Risk Persona Clustering: A complete ML pipeline using...	14	Experimental	—	Jupyter Notebook
32	D1360m1r4nd4/network-prb-prediction End-to-end data science project on a synthetic 5G/LTE Radio Access Network...	14	Experimental	—	Jupyter Notebook
33	potential-capecod949/linear-programming-course 📊 Explore linear programming and mathematical optimization using Google...	14	Experimental	—	Jupyter Notebook
34	Lipranj14/Manipur_Conflict_Analyzer Interactive geospatial and temporal analysis dashboard for predicting...	14	Experimental	—	Python
35	kandera37/predictive-cloud-alerting Baseline predictive alerting system for cloud metrics using sliding windows...	14	Experimental	—	Python
36	dishachawhan/traffic.congestion.predictor python flask artificial-intelligence traffic-prediction machine-learning...	14	Experimental	—	Python
37	HKAB/ML-Project-Traffic-Flow-Forecasting ASTGCN, LSTM, GCN LSTM with fused result from previous week, day, hour	14	Experimental	24	Jupyter Notebook
38	GuilhermeLobo225/DAA 🚦 Road Traffic Flow Prediction in Porto using Machine Learning.	14	Experimental	3	Jupyter Notebook
39	UCFLeiHan/LSTM-Transformer-crash-risk-evaluation This is the source codes and modeling data for paper: LSTM + Transformer...	13	Experimental	10	Jupyter Notebook
40	mohanchand-kommalapati/Uber-predictive-traffic-modelling Develop a predictive model to accurately forecast hourly traffic volumes at...	13	Experimental	—	Jupyter Notebook
41	ktamburi/Bachelor-Thesis AI-powered logistics optimization model using LSTM forecasting, MILP, and...	12	Experimental	1	Jupyter Notebook
42	yanganYNU/STGCN traffic flow prediction	12	Experimental	16	Python
43	brooks-code/silver-broccoli ATMO-viz submission for the DGE 2024 Challenge.	11	Experimental	—	JavaScript
44	thehackersplaybook/requerb Traffic spike prediction using Deep Neural Networks.	11	Experimental	—	Python
45	ZeshanA/transport My final year individual project for the BEng Computing degree at Imperial...	10	Experimental	1	Go

Comparisons in this category

Bigscity-LibCity and M-LibCity (42 vs 28)