Water Quality Prediction ML Frameworks

ML projects for predicting and monitoring water quality parameters using machine learning models and time-series analysis. Includes water potability assessment, treatment optimization, and environmental monitoring dashboards. Does NOT include general water management systems, algal bloom prediction, or fish farming analytics unless ML prediction is the primary focus.

There are 84 water quality prediction frameworks tracked. 3 score above 50 (established tier). The highest-rated is confidence-duku/bakaano-hydro at 56/100 with 13 stars and 246 monthly downloads.

Get all 84 projects as JSON

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#	Framework	Score	Tier	Stars	Language
1	confidence-duku/bakaano-hydro A distributed hydrology-guided neural network model for streamflow prediction	56	Established	13	Python
2	OuyangWenyu/torchhydro TorchHydro: datasets, and models for watershed hydrological modeling	54	Established	22	Python
3	mhpi/hydrodl2 Repository for MHPI differentiable hydrological models.	52	Established	13	Python
4	WaterFutures/water-futures-battle Part of the Battle of Water Networks competition series \| WDSA/CCWI 2026,...	49	Emerging	16	Python
5	IBM/Environmental-Intelligence-Suite IBM Environmental Intelligence Suite	40	Emerging	26	Jupyter Notebook
6	KageRyo/MPR_Model 💧MPR_Model: AI-powered Water Quality Analysis's Model for WaterMirror	38	Emerging	5	Python
7	aNdr3W03/Jernihin Water Quality Prediction \| SIB Dicoding Cycle 3 \| C22-078 Capstone Project	37	Emerging	7	Jupyter Notebook
8	JohnNay/forecastVeg A Machine Learning Approach to Forecasting Remotely Sensed Vegetation Health...	36	Emerging	51	Python
9	Kuldeep2822k/aqua-ai 🌊 AI-Powered Water Quality Monitoring Platform for India. Real-time...	36	Emerging	1	TypeScript
10	CU-ESIIL/AI-for-Natural-Methane ESIIL working group: Harmonizing Natural Methane Datasets using Knowledge...	35	Emerging	4	R
11	yugdeep/hydrowizard HydroWizard: State-of-the-art hydrological modeling, optimization, and...	35	Emerging	2	Python
12	caitlinturner/GaugePredict Forecasts downstream gauge conditions using a hybrid neural network.	33	Emerging	6	Python
13	earthai-tech/watex machine learning research in water exploration	30	Emerging	16	Python
14	yuntech-bdrc/WaterQuality An explainable water quality classification model	30	Emerging	54	Jupyter Notebook
15	HakamShams/RiverMamba_code [NeurIPS'25] RiverMamba: A State Space Model for Global River Discharge and...	30	Emerging	15	Jupyter Notebook
16	prathimacode-hub/Water-Quality-Monitoring 📌🤝Water Quality Monitoring Centralized Dashboard with various water quality...	29	Experimental	15	Python
17	Machine-Learning-in-Glaciology-Workshop/ML_for_Glacier_Modelling Theory and presentations on Machine learning applied to glacier modelling	29	Experimental	8	—
18	ECMWFCode4Earth/ml_drought Machine learning to better predict and understand drought. Moving github.com/ml-clim	29	Experimental	93	Jupyter Notebook
19	anniebritton/Ecological-Drought-ML-Modeling 📊🛰️ Data processing scripts, ML models, and Explainable AI results created...	29	Experimental	7	Jupyter Notebook
20	drivendataorg/water-supply-forecast-rodeo A repository for the winners of the Water Supply Forecast Rodeo challenge	29	Experimental	12	Jupyter Notebook
21	A-safarji/water_quality The goal of the project is to classify the water usage (potable or not)...	28	Experimental	6	Jupyter Notebook
22	fgiardin/fET Scripts and instructions to reproduce the analysis presented in "Diagnosing...	28	Experimental	5	R
23	ankitaaidev/VarunNetra VarunNetra is an AI-powered software platform that lets researchers,...	28	Experimental	1	TypeScript
24	shivamsingha/aiot-food-storage An ML & IoT powered food storage monitoring system that enables real-time...	27	Experimental	8	JavaScript
25	ZongXR/DCIC2025-RiverWaterPrediction 闽江，福建省最大独流入海河流，流域降水丰沛。在新型电力系统和新阶段水利高质量发展的环境下，如何缓解流域防汛压力，提升水资源利用率是水电企业高质量发展的重中...	26	Experimental	3	Jupyter Notebook
26	jaydharpure2007/Water_Resources_Research_Indus We analyze water storage changes in the Indus Basin using GRACE/GRACE-FO...	25	Experimental	3	Jupyter Notebook
27	WAFERed/WAFER World Aquifer Forecast Engine and Research is an OpenSource project that...	25	Experimental	5	Batchfile
28	Aniketdhar810/NeerKavach 💧 AI-powered water quality monitoring & disease risk prediction platform....	24	Experimental	—	JavaScript
29	geco-bern/fET Scripts and instructions to reproduce the analysis presented in "Plant...	23	Experimental	1	R
30	Hvaheterdu/arduino-thermo-hygrometer A repository for an arduino thermo hygrometer IoT device that measures...	23	Experimental	1	Java
31	mustapha07022010/humidity-intelligence 🌡️ Analyze humidity and temperature data with Humidity Intelligence for Home...	23	Experimental	1	Jinja
32	Madhav-Garibnawaz/Water-Usage-Analysis-System Water usage analysis using Python and data visualization	23	Experimental	1	Jupyter Notebook
33	diegoinfratech/soil_ETo_forecast_module Satellite-Based Retrieval and Machine Learning Forecasting of Reference...	23	Experimental	1	Jupyter Notebook
34	lucawalz/sentio-systems Wildlife and weather monitoring platform	23	Experimental	1	Java
35	gstinoco/mGFD_EcoRisk_Simulator Advanced framework combining 2D contaminant transport simulation...	23	Experimental	1	Python
36	dralexbevan/water-quality-prediction-catboost-time-series Part of EY Challenge 2026 to create ML water quality predictor for South...	22	Experimental	—	HTML
37	JoseLuisAcuna20100183/AI-DCH26-Water-Quality-Prediction-in-rivers-using-ML-and-AI-Acuna-Yangali Predicting alkalinity, conductance and phosphorus in unseen river stations...	22	Experimental	—	Jupyter Notebook
38	LindaCatalina/ancla-b-epm-water-treatment-ml Machine learning aplicado a calidad del agua y operación de tratamiento, con...	22	Experimental	—	—
39	gerezk/freeze-thaw-soil-prediction Predicting soil freeze/thaw transitions with ML from 🛰️ ASCAT data,...	22	Experimental	—	Jupyter Notebook
40	Alex0Blackwell/water-conservation-prediction Borealis AI mentored water consumption prediction machine learning web application!	21	Experimental	8	JavaScript
41	mohammed840/Water-Quality-Prediction-machine-learning-python predicting if the water is safe to consume with given dataset	20	Experimental	7	Jupyter Notebook
42	aditikhatri/-Indian-water-quality-analysis-and-prediction Helps you understand what constitutes safe, potable water and distinguish...	20	Experimental	8	Jupyter Notebook
43	brodyu/ml-streamflow-forecasting Machine learning research repository for the Hawaiʻi EPSCoR ʻIke Wai Project.	20	Experimental	8	Jupyter Notebook
44	MGHADERI-25/data-mining-ml-soil-moisture-forecast Data Mining & ML coursework: time-series forecasting with model validation...	19	Experimental	—	Python
45	P0intMaN/water_ml_api An online interface for water quality and leakage detection based on pH,...	18	Experimental	3	HTML
46	annsam0115/Water-Classification-Capstone-Project CIND820 Capstone Project: Classification of Water Quality samples using ML	17	Experimental	3	HTML
47	Sumitrayka08/water-quality-prediction AI-based Water Quality Prediction using Machine Learning	16	Experimental	2	Python
48	priyanshum17/pressure This Python script reads real-time pressure data from a connected Arduino...	16	Experimental	9	Jupyter Notebook
49	GiovanniIacuzzo/water-4.0 WATER 4.0 predicts water leakage in distribution networks using a...	16	Experimental	11	Python
50	Hazrat-Ali9/Water_Potability_Check_ML 🤖 Water 🤡 Potability ⚽ Check ⚾ ML 🥎 is a 🏀 project 🏐 designed 🏈 to 🏉 predict...	16	Experimental	11	Python
51	MuhammadUsman-Khan/Water-Quality-Index-Analysis-and-Prediction Machine learning regression pipeline to predict Water Quality Index (WQI)...	15	Experimental	1	Jupyter Notebook
52	raj-30/arduino-r4-temp-ai IoT temperature monitor on Arduino UNO R4 WiFi logging to ThingSpeak —...	15	Experimental	1	C++
53	Pargo18/Applying-Deep-Learning-vs-Machine-Learning-models-to-reproduce-dry-spell-sequences This research constitutes an attempt to assess the dry spell patterns in the...	15	Experimental	8	Jupyter Notebook
54	TayyabManan/WaterTrace Comprehensive satellite-based groundwater analysis for Pakistan (2002-2024)	15	Experimental	—	HTML
55	MuhammadUsman-Khan/Water-Quality-Index-Analysis-and-Classification Binary classification of water samples as safe or unsafe using 20 chemical...	15	Experimental	1	Jupyter Notebook
56	MuhammadUsman-Khan/Time-Series-Water-Quality-Forecasting Time series forecasting of Dissolved Oxygen (O₂) in the Southern Bug River...	15	Experimental	1	Jupyter Notebook
57	MalindaBotheju/Smart-Run-Sense-IoT-Project An IoT Based Environmental Monitoring and Prediction System for Safer...	14	Experimental	—	C++
58	SieonLee/ey-water-quality-challenge End-to-end machine learning project for predicting water quality using...	14	Experimental	—	Jupyter Notebook
59	19bk/water_shop_app AI-Powered Predictive Maintenance for Community Water Infrastructure in...	14	Experimental	—	Dart
60	nanaata/gentle-pulse-281 🌊 Streamline your data flow with gentle-pulse-281, an efficient tool for...	14	Experimental	—	—
61	OndrejKutil/EY_data_challenge Code for the 2026 EY Data & AI challenge with topic of predicting water...	14	Experimental	—	Jupyter Notebook
62	YasinduKaveesha/smart-aquarium-iot-analytics-platform Adaptive IoT aquarium monitoring platform — ESP32 sensors, MQTT, FastAPI,...	14	Experimental	—	Jupyter Notebook
63	licette32/geospatial-water-quality-ml Geospatial AI pipeline for water quality prediction with spatial validation,...	14	Experimental	—	—
64	Shaurya-Saini/EpiSense An IoT and machine learning system that monitors environmental indicators...	14	Experimental	—	TypeScript
65	Pakgamessss/River_Discharge_Regression 💧 Forecast river discharge using machine learning with optimized ensemble...	14	Experimental	—	Python
66	Vipulsingh1905/large-basin-ann-rain-response-pipeline This repository offers a streamlined ANN hydrology model pipeline designed...	14	Experimental	—	Python
67	sayan-geoDL/large-basin-ann-rain-response-pipeline A pipeline to train an Artififcial Neural Network (ANN), and calculate the...	13	Experimental	—	Python
68	osu-srml/DroughtSet Dataset and implementation of DroughtSet: Understanding Drought through...	13	Experimental	8	Python
69	AminRezaeeyan/Water-Quality-Prediction Comprehensive real-world water quality prediction project using machine...	13	Experimental	8	Jupyter Notebook
70	Ramyadeveloper59/Water-Quality-Prediction-by-using-Machine-Learning. The main purpose of our proposed method is used to predict the quality of...	13	Experimental	8	Jupyter Notebook
71	pradyten/lake-turbidity-forecasting-ensemble Bangalore lake water quality forecasting using ensemble ML and attention mechanisms	11	Experimental	—	—
72	Syahrulfarhanfaiz/simbina-lapas 📊 Aplikasi data mining berbasis web yang menerapkan model Random Forest...	11	Experimental	—	HTML
73	GraysonWills/kaggle-diamonds-dataset Kaggle dataset: Diamonds Dataset	11	Experimental	—	—
74	chelsearbann/AI-WaterStress-DataCenter-Analysis A data-driven exploration of water stress and AI infrastructure in the U.S....	11	Experimental	—	HTML
75	RoBiul-Hasan-Jisan/Is-the-Water-Drinkable- An AI-powered web application that analyzes chemical properties (pH,...	11	Experimental	—	Jupyter Notebook
76	0x-Crisbanks/antiz-126 Antiz-1126 is an AI-powered environmental intelligence platform that...	11	Experimental	—	TypeScript
77	pommevilla/one_week_ahead Snakemake pipeline to reproduce the results in the forthcoming paper "One...	11	Experimental	—	R
78	GraysonWills/kaggle-water-potability Kaggle dataset: Water Potability	11	Experimental	—	—
79	gunjitsinha/water-sample-prediction This project uses 4 ML models to predict the usability of a water sample...	11	Experimental	—	Jupyter Notebook
80	treeherder/riverviews Generalized flood monitoring system with multi-source data ingestion (USGS,...	11	Experimental	—	Rust
81	ajay-dhangar/water-quality-test This project leverages classification algorithms to evaluate and classify...	11	Experimental	—	TypeScript
82	ChenDelong1999/HHForecasting 💦 A codebase for data-driven hydrological time-series forecasting, with...	11	Experimental	21	Python
83	pavanreddy565/Reservoir_intelligence 💧 Reservoir Intelligence forecasts water storage & demand using ML 🧠 (LSTMs,...	11	Experimental	2	HTML
84	ktmall07/ESN-Stream-Chemistry Machine Learning (ML) research project comparing different model...	10	Experimental	1	Python