Air Quality Forecasting ML Frameworks

End-to-end ML projects for predicting air quality indices and pollutant levels (PM2.5, AQI, etc.) using time-series models and environmental data. Does NOT include general environmental monitoring, temperature prediction without air quality context, or sensor hardware design.

There are 58 air quality forecasting frameworks tracked. 1 score above 50 (established tier). The highest-rated is fablabbcn/smartcitizen-data at 52/100 with 16 stars.

Get all 58 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=ml-frameworks&subcategory=air-quality-forecasting&limit=20"

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#	Framework	Score	Tier	Stars	Language
1	fablabbcn/smartcitizen-data A python package for analyzing environmental sensor's data	52	Established	16	Python
2	ICCC-Platform/Air-Pollution-Image-Dataset-From-India-and-Nepal Air Pollution Image Dataset from India and Nepal	48	Emerging	117	Jupyter Notebook
3	SIU-Sirocco-2025/Eco-Track Giải Pháp Theo Dõi và Dự Báo Chất Lượng Không Khí TP.HCM Ứng Dụng Công Nghệ Số	39	Emerging	12	JavaScript
4	Semillero-Inteligencia-Artificial-EAFIT/airedellin Canairio sensors visualizer and predictor	37	Emerging	8	Python
5	at-tan/Forecasting_Air_Pollution Stacking a machine learning ensemble for multivariate time series...	34	Emerging	43	Jupyter Notebook
6	Afkerian/Beijing-Multi-Site-Air-Quality-Data-Data-Set The present project aims to predict air pollution in Beijing, China, using...	32	Emerging	13	Jupyter Notebook
7	SheemaMasood381/Pearls-Karachi-AQI-Prediction-for-next-3-days- End-to-end AQI Prediction System using real-time weather & pollutant data,...	30	Emerging	1	Jupyter Notebook
8	npatel221/Quality_Prediction_ML Predict the % of silica present in the iron core concentration given the...	30	Emerging	11	Jupyter Notebook
9	omarmhaimdat/air_pollution Build an iOS Application to Predict Air Pollution Using a Random Forest Regressor	29	Experimental	7	Python
10	nqbinhcs/AI4VN2022-Air-Quality-Forecasting-Challenge Runner-up team (2nd place) in AI4VN2022: Air Quality Forcasting Challenge	29	Experimental	31	Python
11	ShubhamKNIT/AlgoMinds Machine Learning Project to predict the Air Quality Index	28	Experimental	6	Jupyter Notebook
12	SukonyaPhukan92/Image_Based_Air_Pollution_detection_using_InceptionV3_Model In this project work, the main motive is to build a deep learning model to...	28	Experimental	12	Jupyter Notebook
13	sagar118/H2O-Hackathon-AQI-Prediction Second place solution in the H2O World India Hackathon held in April 2023.	26	Experimental	5	Jupyter Notebook
14	nileshparab42/Air-Pollution-Classification This deep learning project focuses on building a robust air quality...	26	Experimental	5	Jupyter Notebook
15	Unusuala1l2e3x4/Research-Spring2021 Investigating how carbon emissions, particulate matter, and climate...	25	Experimental	6	HTML
16	energyandcleanair/pm25ml Two-stage machine learning model for producing daily PM2.5 estimates...	25	Experimental	4	Jupyter Notebook
17	akash8190/air-quality-index Webapp to predict the Air Quality Index of a region given climate conditions	25	Experimental	3	HTML
18	xiankuiwu/AQI-Attention-based-DNN Code for paper"ADNNet: Attention-based deep neural network for Air Quality...	23	Experimental	3	Jupyter Notebook
19	nmhongtram/air-quality-forecasting Real-time Air Quality Forecasting System using Deep Learning and Docker	23	Experimental	2	Jupyter Notebook
20	ii56/beijing-pm25-forecasting A machine learning model powered several models like random forest,...	23	Experimental	—	Jupyter Notebook
21	EcoNoise/Noise-Pollution-Detection-Using-ML EcoNoise adalah sistem deteksi polusi suara secara real-time yang...	23	Experimental	1	TypeScript
22	AtharvaTaras/Delhi-AQI-Model Delhi AQI Model	22	Experimental	—	Jupyter Notebook
23	GeorgeCodeHub/Analysis-and-prediction-of-air-pollution-using-BiLSTM-Conv1D The goal was to use Neural Networks to predict future values from historical...	22	Experimental	6	Jupyter Notebook
24	vitorrocha13/Real-Time-Urban-Air-Quality-Intelligence-Alert-System Monitor urban air quality in real time to provide timely alerts and insights...	22	Experimental	—	Python
25	PathanWasim/AirSense A smart air pollution monitoring system	22	Experimental	1	TypeScript
26	HuNguyen51/Air-Quality-Forecasting-Challenge Dự án xây dựng hệ thống dự báo chỉ số chất lượng không khí dựa trên dữ liệu...	22	Experimental	1	Jupyter Notebook
27	przemekwarnel/air-quality-forecasting Multi-step air quality forecasting using classical ML and LSTM with...	22	Experimental	—	Python
28	lovnishverma/aiotrainpredict This project displays live sensor readings from sensor to server and predict...	22	Experimental	6	HTML
29	matakshay/Air_quality_pred Machine Learning model which uses closed-form solution of Locally Weighted...	20	Experimental	8	Python
30	Phonginhere/cos30049 Computing Tech Innovation Prj	20	Experimental	2	CSS
31	DIMFLIX-Hackathons/EmissionEye Prediction of dispersion of industrial emissions of harmful substances in...	19	Experimental	4	Python
32	JohnMachado11/AirQNet AirQNet (Air Quality Network) is a 10,886 parameter neural network built...	16	Experimental	2	Python
33	Vedanshu1428/Parivesh-3.O PARIVESH 3.0: An intelligent system designed to streamline government...	16	Experimental	—	TypeScript
34	OykuCngz/Air-Quality-Analysis-TUBITAK Air quality monitoring and analysis using low-cost sensors and machine...	16	Experimental	1	Python
35	ShehrazSarwar/pearls-aqi-predictor Automated MLOps for Urban Air Quality is a serverless AI system forecasting...	15	Experimental	2	Jupyter Notebook
36	Monikanahadiya/AQI-Prediction-Model Time-series based Air Quality Index (AQI) prediction model built using...	15	Experimental	2	Jupyter Notebook
37	JakubHus/pm10-air-quality-classification Binary classification of PM10 air pollution exceedances using Random Forest and CART	14	Experimental	—	—
38	Sachindurana17/indian-air-pollution 🌍 Analyze and forecast air quality in India using historical data and...	14	Experimental	—	Jupyter Notebook
39	dhriti09/Air-Quality-Index-Prediction-using-Python-master A Machine Learning web application to predict Air Quality Index (AQI) using...	14	Experimental	1	HTML
40	AbhinavG-24/AirOptima-V2 AI-powered Delhi Pollution Control Dashboard	14	Experimental	1	JavaScript
41	hetachavda/pm25-capstone-jupyter PM2.5 Air Pollution Prediction using Machine Learning & Time-Series Models...	14	Experimental	—	Jupyter Notebook
42	sanjana12k5/Temperature-Prediction-based-on-pollutants- Temperature prediction using air pollutant data with EDA and ML (LSTM,...	14	Experimental	—	Jupyter Notebook
43	feqq1/Air-Aware-smart-Air-Quality-prediction-system 🌍 Monitor and forecast air quality efficiently with AI-driven analytics and...	14	Experimental	—	Jupyter Notebook
44	maitraBishwadip/PM2.5_AOD_CoRelation This repository deals with an enviornmental data science problem, tries to...	14	Experimental	—	Python
45	vashist171/Temperature-prediction-using-pollutants This project focuses on analyzing the relationship between air pollutants...	14	Experimental	—	Jupyter Notebook
46	bhaveshramu/air-quality-health-predictor Real-Time Air Quality & Health Risk Predictor using Machine Learning and Streamlit	14	Experimental	—	Python
47	HarshiSharma04/AQI_Predictor_using_Time_Series_Analysis A machine learning and time series-based project to analyze and predict Air...	13	Experimental	—	Jupyter Notebook
48	AinaHyder/10Pearls-AQI-Predictor End-to-end Machine Learning pipeline for real-time Air Quality Index (AQI)...	13	Experimental	—	TypeScript
49	valiantProgrammer/AQI-prediction A focused, reproducible notebook that trains and evaluates a Linear...	13	Experimental	—	Jupyter Notebook
50	DanielNguyen-05/AirForce A web platform from the NASA International Space Apps Challenge for...	13	Experimental	6	Jupyter Notebook
51	Aashishh1/EduNet_SAP Real-time Air Quality Index forecasting using machine learning.🔍	12	Experimental	2	—
52	jimmyshuixin/AQI-System AQISystem_v3.2.py...	12	Experimental	4	Python
53	jfleege/delhi-air-quality-analysis A data analysis and machine learning investigation of air pollution in New...	11	Experimental	2	Jupyter Notebook
54	Dheetchana04/Air-Quality-Prediction-Data-Science Machine learning project for predicting AQI levels in India	11	Experimental	—	—
55	tushar2704/Pollution-Prediction This project aims to develop machine learning models to forecast PM2.5...	11	Experimental	—	Jupyter Notebook
56	looechao/AQI-ML-Python A ML project based on aqi data	11	Experimental	3	Jupyter Notebook
57	hs094/Air-Pollution-Forecasting A comprehensive time series forecasting project comparing statistical,...	10	Experimental	2	Jupyter Notebook
58	PeteCastle/aqi-mdn Probabilistic air pollution forecasting using Mixture Density Networks with...	10	Experimental	1	Jupyter Notebook