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 70 water quality prediction frameworks tracked. 3 score above 50 (established tier). The highest-rated is OuyangWenyu/torchhydro at 57/100 with 22 stars.

Get all 70 projects as JSON

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

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#	Framework	Score	Tier	Stars	Language
1	OuyangWenyu/torchhydro TorchHydro: datasets, and models for watershed hydrological modeling	57	Established	22	Python
2	mhpi/hydrodl2 Repository for MHPI differentiable hydrological models.	54	Established	13	Python
3	confidence-duku/bakaano-hydro A distributed hydrology-guided neural network model for streamflow prediction	54	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	47	Emerging	26	Jupyter Notebook
6	KageRyo/MPR_Model 💧MPR_Model: AI-powered Water Quality Analysis's Model for WaterMirror	45	Emerging	5	Python
7	aNdr3W03/Jernihin Water Quality Prediction \| SIB Dicoding Cycle 3 \| C22-078 Capstone Project	44	Emerging	7	Jupyter Notebook
8	JohnNay/forecastVeg A Machine Learning Approach to Forecasting Remotely Sensed Vegetation Health...	43	Emerging	51	Python
9	yugdeep/hydrowizard HydroWizard: State-of-the-art hydrological modeling, optimization, and...	42	Emerging	2	Python
10	CU-ESIIL/AI-for-Natural-Methane ESIIL working group: Harmonizing Natural Methane Datasets using Knowledge...	42	Emerging	4	R
11	caitlinturner/GaugePredict Forecasts downstream gauge conditions using a hybrid neural network.	39	Emerging	6	Python
12	yuntech-bdrc/WaterQuality An explainable water quality classification model	37	Emerging	54	Jupyter Notebook
13	earthai-tech/watex machine learning research in water exploration	37	Emerging	16	Python
14	drivendataorg/water-supply-forecast-rodeo A repository for the winners of the Water Supply Forecast Rodeo challenge	36	Emerging	12	Jupyter Notebook
15	anniebritton/Ecological-Drought-ML-Modeling 📊🛰️ Data processing scripts, ML models, and Explainable AI results created...	36	Emerging	7	Jupyter Notebook
16	ECMWFCode4Earth/ml_drought Machine learning to better predict and understand drought. Moving github.com/ml-clim	36	Emerging	93	Jupyter Notebook
17	HakamShams/RiverMamba_code [NeurIPS'25] RiverMamba: A State Space Model for Global River Discharge and...	36	Emerging	15	Jupyter Notebook
18	Machine-Learning-in-Glaciology-Workshop/ML_for_Glacier_Modelling Theory and presentations on Machine learning applied to glacier modelling	36	Emerging	8	—
19	A-safarji/water_quality The goal of the project is to classify the water usage (potable or not)...	35	Emerging	6	Jupyter Notebook
20	fgiardin/fET Scripts and instructions to reproduce the analysis presented in "Diagnosing...	35	Emerging	5	R
21	shivamsingha/aiot-food-storage An ML & IoT powered food storage monitoring system that enables real-time...	34	Emerging	8	JavaScript
22	WAFERed/WAFER World Aquifer Forecast Engine and Research is an OpenSource project that...	32	Emerging	5	Batchfile
23	jaydharpure2007/Water_Resources_Research_Indus We analyze water storage changes in the Indus Basin using GRACE/GRACE-FO...	32	Emerging	3	Jupyter Notebook
24	prathimacode-hub/Water-Quality-Monitoring 📌🤝Water Quality Monitoring Centralized Dashboard with various water quality...	32	Emerging	15	Python
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...	31	Emerging	3	Jupyter Notebook
26	geco-bern/fET Scripts and instructions to reproduce the analysis presented in "Plant...	30	Emerging	1	R
27	diegoinfratech/soil_ETo_forecast_module Satellite-Based Retrieval and Machine Learning Forecasting of Reference...	30	Emerging	1	Jupyter Notebook
28	gstinoco/mGFD_EcoRisk_Simulator Advanced framework combining 2D contaminant transport simulation...	29	Experimental	1	Python
29	Alex0Blackwell/water-conservation-prediction Borealis AI mentored water consumption prediction machine learning web application!	28	Experimental	8	JavaScript
30	mustapha07022010/humidity-intelligence 🌡️ Analyze humidity and temperature data with Humidity Intelligence for Home...	27	Experimental	1	Jinja
31	aditikhatri/-Indian-water-quality-analysis-and-prediction Helps you understand what constitutes safe, potable water and distinguish...	27	Experimental	8	Jupyter Notebook
32	mohammed840/Water-Quality-Prediction-machine-learning-python predicting if the water is safe to consume with given dataset	27	Experimental	7	Jupyter Notebook
33	brodyu/ml-streamflow-forecasting Machine learning research repository for the Hawaiʻi EPSCoR ʻIke Wai Project.	27	Experimental	8	Jupyter Notebook
34	Hvaheterdu/arduino-thermo-hygrometer A repository for an arduino thermo hygrometer IoT device that measures...	27	Experimental	1	Java
35	P0intMaN/water_ml_api An online interface for water quality and leakage detection based on pH,...	25	Experimental	3	HTML
36	annsam0115/Water-Classification-Capstone-Project CIND820 Capstone Project: Classification of Water Quality samples using ML	24	Experimental	3	HTML
37	Madhav-Garibnawaz/Water-Usage-Analysis-System Water usage analysis using Python and data visualization	23	Experimental	1	Jupyter Notebook
38	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
39	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...	22	Experimental	8	Jupyter Notebook
40	dralexbevan/water-quality-prediction-catboost-time-series Part of EY Challenge 2026 to create ML water quality predictor for South...	22	Experimental	—	HTML
41	gerezk/freeze-thaw-soil-prediction Predicting soil freeze/thaw transitions with ML from 🛰️ ASCAT data,...	22	Experimental	—	Jupyter Notebook
42	priyanshum17/pressure This Python script reads real-time pressure data from a connected Arduino...	22	Experimental	9	Jupyter Notebook
43	GiovanniIacuzzo/water-4.0 WATER 4.0 predicts water leakage in distribution networks using a...	22	Experimental	11	Python
44	AminRezaeeyan/Water-Quality-Prediction Comprehensive real-world water quality prediction project using machine...	20	Experimental	8	Jupyter Notebook
45	osu-srml/DroughtSet Dataset and implementation of DroughtSet: Understanding Drought through...	20	Experimental	8	Python
46	Ramyadeveloper59/Water-Quality-Prediction-by-using-Machine-Learning. The main purpose of our proposed method is used to predict the quality of...	20	Experimental	8	Jupyter Notebook
47	MGHADERI-25/data-mining-ml-soil-moisture-forecast Data Mining & ML coursework: time-series forecasting with model validation...	19	Experimental	—	Python
48	Hazrat-Ali9/Water_Potability_Check_ML 🤖 Water 🤡 Potability ⚽ Check ⚾ ML 🥎 is a 🏀 project 🏐 designed 🏈 to 🏉 predict...	18	Experimental	11	Python
49	ChenDelong1999/HHForecasting 💦 A codebase for data-driven hydrological time-series forecasting, with...	18	Experimental	21	Python
50	ktmall07/ESN-Stream-Chemistry Machine Learning (ML) research project comparing different model...	17	Experimental	1	Python
51	Sumitrayka08/water-quality-prediction AI-based Water Quality Prediction using Machine Learning	16	Experimental	2	Python
52	sayan-geoDL/large-basin-ann-rain-response-pipeline A pipeline to train an Artififcial Neural Network (ANN), and calculate the...	15	Experimental	—	Python
53	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
54	MuhammadUsman-Khan/Water-Quality-Index-Analysis-and-Prediction Machine learning regression pipeline to predict Water Quality Index (WQI)...	15	Experimental	1	Jupyter Notebook
55	raj-30/arduino-r4-temp-ai IoT temperature monitor on Arduino UNO R4 WiFi logging to ThingSpeak —...	15	Experimental	1	C++
56	Pakgamessss/River_Discharge_Regression 💧 Forecast river discharge using machine learning with optimized ensemble...	14	Experimental	—	Python
57	MalindaBotheju/Smart-Run-Sense-IoT-Project An IoT Based Environmental Monitoring and Prediction System for Safer...	14	Experimental	—	C++
58	OndrejKutil/EY_data_challenge Code for the 2026 EY Data & AI challenge with topic of predicting water...	14	Experimental	—	Jupyter Notebook
59	SieonLee/ey-water-quality-challenge End-to-end machine learning project for predicting water quality using...	14	Experimental	—	Jupyter Notebook
60	GraysonWills/kaggle-water-potability Kaggle dataset: Water Potability	13	Experimental	—	—
61	Vipulsingh1905/large-basin-ann-rain-response-pipeline This repository offers a streamlined ANN hydrology model pipeline designed...	13	Experimental	—	Python
62	chelsearbann/AI-WaterStress-DataCenter-Analysis A data-driven exploration of water stress and AI infrastructure in the U.S....	13	Experimental	—	HTML
63	pradyten/lake-turbidity-forecasting-ensemble Bangalore lake water quality forecasting using ensemble ML and attention mechanisms	13	Experimental	—	—
64	treeherder/riverviews Generalized flood monitoring system with multi-source data ingestion (USGS,...	13	Experimental	—	Rust
65	gunjitsinha/water-sample-prediction This project uses 4 ML models to predict the usability of a water sample...	13	Experimental	—	Jupyter Notebook
66	ronibandini/soccerForecast Arduino UNO R4 Minima Soccer forecast with Machine Learning (Edge Impulse)	11	Experimental	3	C++
67	Syahrulfarhanfaiz/simbina-lapas 📊 Aplikasi data mining berbasis web yang menerapkan model Random Forest...	11	Experimental	—	HTML
68	GraysonWills/kaggle-diamonds-dataset Kaggle dataset: Diamonds Dataset	11	Experimental	—	—
69	SunilRavi7/Water_Quality_Prediction_and_Analysis_using_ML The project predicts water potability using machine learning, classifying...	11	Experimental	—	Jupyter Notebook
70	deepak5256/SmartWaterQuality An integrated Java and Python project for predicting water potability using...	11	Experimental	3	Java