Weather Forecasting ML ML Frameworks

Machine learning models and systems for weather prediction, climate forecasting, and meteorological analysis using various ML techniques (neural networks, random forests, etc.). Does NOT include general climate science, atmospheric modeling without ML focus, or weather data collection/APIs.

There are 152 weather forecasting ml frameworks tracked. 1 score above 70 (verified tier). The highest-rated is NVIDIA/earth2studio at 85/100 with 694 stars and 7,638 monthly downloads. 1 of the top 10 are actively maintained.

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#	Framework	Score	Tier	Stars	Language
1	NVIDIA/earth2studio Open-source deep-learning framework for exploring, building and deploying AI...	85	Verified	694	Python
2	mllam/neural-lam Research Software for Neural Weather Prediction for Limited Area Modeling	57	Established	239	Python
3	chengtan9907/OpenSTL OpenSTL: A Comprehensive Benchmark of Spatio-Temporal Predictive Learning	53	Established	1,075	Python
4	aditya-grover/climate-learn Source code for ClimateLearn	52	Established	352	Jupyter Notebook
5	NVIDIA/earth2mip Earth-2 Model Intercomparison Project (MIP) is a python framework that...	51	Established	254	Python
6	microsoft/aurora Implementation of the Aurora model for Earth system forecasting	48	Emerging	847	Python
7	hoangsonww/WeatherMate-App 🌧️ Welcome to the WeatherMate App - Your go-to source for accurate and...	48	Emerging	25	Java
8	pangeo-data/WeatherBench A benchmark dataset for data-driven weather forecasting	44	Emerging	813	Jupyter Notebook
9	Dan-Boat/PyESD Python Package for Empirical Statistical Downscaling. pyESD is under active...	42	Emerging	60	Python
10	vcerqueira/modelradar Aspect-based Forecasting Accuracy	42	Emerging	5	Jupyter Notebook
11	LGlawion/spateGAN_ERA5 spateGAN-ERA5: deep learning based spatio-temporal downscaling of ERA5 precipitation	41	Emerging	35	Python
12	lizhuoq/WeatherLearn Implementation of the PyTorch version of the Weather Deep Learning Model Zoo.	40	Emerging	94	Python
13	djgagne/hagelslag Hagelslag supports segmentation and tracking of weather fields and scalable...	38	Emerging	72	Jupyter Notebook
14	mllam/mllam-data-prep generation of training-optimised weather datasets from declarative syntax	37	Emerging	15	Python
15	ai2es/WAF_ML_Tutorial_Part1 Python code to assist in familiarizing meteorologists with machine learning	37	Emerging	63	Jupyter Notebook
16	spaceml-org/karman Data Driven Thermospheric Density Modeling with Machine Learning	37	Emerging	10	Python
17	cc-ai/climategan Code and pre-trained model for the algorithm generating visualisations of 3...	37	Emerging	82	Jupyter Notebook
18	thornoe/GreenGDP Green National Accounts for Denmark: Pollution of water ecosystem services	37	Emerging	3	TeX
19	Machine-Learning-in-Glaciology-Workshop/Project_MB_Regression Tutorial to learn how to train different machine learning methods to model...	36	Emerging	23	Jupyter Notebook
20	ai2es/WAF_ML_Tutorial_Part2 Python code to assist in familiarizing meteorologists with machine learning	34	Emerging	34	Jupyter Notebook
21	JimengShi/DL-Foundation-Models-Weather Curated papers on survey paper "deep learning and foundation models for...	33	Emerging	63	—
22	ecmwf-lab/med-extreme-prec-atm-patterns The central point of ongoing research regarding the usefulness of the...	33	Emerging	29	Jupyter Notebook
23	sobakrim/Two-stage-CNN-LSTM Hybrid CNN-LSTM for learning the spatio-temporal relationship between wind...	32	Emerging	18	Jupyter Notebook
24	deepsphere/deepsphere-weather A spherical CNN for weather forecasting	31	Emerging	74	Python
25	GMfatcat/ConvLSTM-CNN-for-tropical-cyclone Images timeseries sequence with ConvLSTM for windspeed prediction & CNN...	31	Emerging	38	Jupyter Notebook
26	georgemilosh/Climate-Learning How to predict extreme events in climate using rare event algorithms and...	30	Emerging	24	Jupyter Notebook
27	Danselem/weather_health An MLOps project for predicting illnesses based on weather conditions	29	Experimental	2	HTML
28	bruce-willis/weather4cast-2022 Team "team-name" solution for Weather4cast Challenge	28	Experimental	11	Jupyter Notebook
29	RolnickLab/climart A benchmark dataset for Machine Learning emulation of atmospheric radiative...	28	Experimental	43	Python
30	iarai/weather4cast Code accompanying our IARAI Weather4cast Challenge	28	Experimental	50	Jupyter Notebook
31	tyui592/awesome-precipitation-nowcasting A list of Precipitation Nowcasting papers and related resources.	28	Experimental	178	—
32	makeyourownmaker/CambridgeTemperatureNotebooks Cambridge UK temperature forecast python notebooks	28	Experimental	7	Jupyter Notebook
33	sondosaabed/Weather-Dataset-Analysis Machine Learning, EDA, Binary Classification task weather dataset, ANN, SVM, LR	27	Experimental	10	Jupyter Notebook
34	kjhall01/xcast A High-Performance Data Science Toolkit for the Earth Sciences	27	Experimental	71	Jupyter Notebook
35	LeonardoSaccotelli/Machine-Learning-for-Climate-Change-Application-to-Cetacean-Abundance-Studies Thesis project concerning the development of predictive regression models...	27	Experimental	6	MATLAB
36	philine-bommer/DL4S2S This repository contains the code and supplementary packages for the paper...	27	Experimental	5	Jupyter Notebook
37	indrapaul824/VORTEX A Deep Learning based Tropical Cyclone Intensity Estimator featuring the...	27	Experimental	8	Jupyter Notebook
38	kittyofheaven/doom-o-clock Doom o’clock is a website/project that features a countdown of “when will...	26	Experimental	5	HTML
39	Arcomano1234/SPEEDY-ML Fortran code that combines the atmospheric general circulation model (AGCM)...	26	Experimental	8	Fortran
40	ICCT-ML-in-geodesy/Ionospheric-VTEC-Forecasting Example of using machine learning for forecasting Vertical Total Electron...	26	Experimental	8	Jupyter Notebook
41	marvande/Antarctica-RCM-Emulator deep learning SMB-RCM emulator over Antarctica	26	Experimental	8	Jupyter Notebook
42	Vatshayan/B.tech-Project-Rainfall-Predication-in-India Rainfall Prediction using Machine Learning. India Rainfall Prediction for...	26	Experimental	42	Jupyter Notebook
43	petrosDemetrakopoulos/LSTM-radar-precipitation-forecast A model for short-term precipitation forecasting based on radar data	26	Experimental	71	Jupyter Notebook
44	Rogue-Juan/MAD-SmaAt-GNet Code for the paper "MAD-SmaAt-GNet: A multimodal advection-directed network...	25	Experimental	3	Python
45	zmlabe/TOE_TMIN-TMAX Timing of emergence of CONUS summertime temperatures	25	Experimental	3	Python
46	Ren-Research/Making-AI-Less-Thirsty [Preprint] Making AI Less ''Thirsty'': Uncovering and Addressing the Secret...	25	Experimental	31	Jupyter Notebook
47	IAMIQBAL/Deep-Learning-for-Short-Range-Weather-Forecasts Deep Learning for land, oceanic and atmospheric climate variable forecasts	25	Experimental	6	—
48	EyringMLClimateGroup/behrens24james_SPCESM2_ML_ensembles Code repository to reproduce: G.Behrens, T. Beucler, F. Iglesias-Suarez, S....	25	Experimental	5	Jupyter Notebook
49	albinocianciotti/weather-analysis A python script that sends the day's weather forecast to a Telegram bot and...	25	Experimental	5	HTML
50	StevePny/DataAssimBench Benchmarking tools for applying AI/ML to data assimilation	25	Experimental	26	Python
51	pronzzz/weather-prediction This repository implements an end-to-end Python pipeline to classify...	25	Experimental	2	Jupyter Notebook
52	JGrassi97/AIUQ Framework for running AI-based weather and climate forecasting models...	25	Experimental	4	Python
53	PandoroML/LOAF LOAF (Local Observations and Atmospheric Forecasting) is an open source...	24	Experimental	11	Python
54	YanCotta/ClimateRiskAssessmentTool An advanced machine learning system that leverages ensemble methods and deep...	24	Experimental	7	Python
55	wz1229238108/weather 真实预测未来7天的天气气象数据，使用多种机器学习和深度学习LSTM算法，采集全国各省历史、实时数据（天气预报、极端天气预警、生活指数），可视化大屏，Had...	24	Experimental	141	HTML
56	AndreCNF/ccai-ss23-ai-monitoring-tutorial Experiments for the Climate Change AI summer school 2023 tutorial on "AI for...	24	Experimental	17	HTML
57	Suundumused/Weather-Forecast-AI-Example The project scope is a weather forecasting model based on behavioral...	24	Experimental	7	Python
58	miketobz/ML-Rainfall-Prediction Rainfall prediction is one of the challenging tasks in weather forecasting...	24	Experimental	18	Jupyter Notebook
59	camilodoa/ai-melts-ice historical and predicted ICE arrest data (2019)	24	Experimental	2	JavaScript
60	appuv/ToyWeatherPrediction A Toy Weather Prediction for predicting weather condition based on location and time	24	Experimental	2	Java
61	josuviteri/Atmo-Ensemble A comparative framework for ensemble machine learning research in...	23	Experimental	1	Jupyter Notebook
62	felpsSS/Windy This folder contains all you need to build our air quality device!	23	Experimental	1	Dart
63	stormalytics/hurricane-forecasting Deep Learning for Hurricane Forecasting	23	Experimental	22	Python
64	steam-bell-92/Intel_Sensors An Project consisting both—Supervised Learning (Random Forest Classifier) &...	23	Experimental	8	Jupyter Notebook
65	aniketwdubey/Rainfall-Prediction-end-to-end-ML-project The main motive of the project is to predict the amount of rainfall in...	23	Experimental	21	Jupyter Notebook
66	mdzaheerjk/Thunderstorm-Forecasting-with-MLFlow-Tracking Develop a robust thunderstorm forecasting system leveraging machine learning...	23	Experimental	7	—
67	adjscent/reverent_kilby Predictive Model for Menstruation	23	Experimental	1	Jupyter Notebook
68	gsujal421/Rainfall-Prediction-System End-to-end rainfall prediction app with Streamlit and Docker (deployed).	22	Experimental	—	Jupyter Notebook
69	IsaCouture/Weather-Type-Classification-WebApp 🌦️ A Flask-based ML web app for classifying weather types (Sunny, Rainy,...	22	Experimental	—	Jupyter Notebook
70	Shuyib/london_weather_prediction The London Weather Project aims to predict the mean temperature in London...	22	Experimental	—	Jupyter Notebook
71	Devanik21/AI-Weather-App Weather intelligence app combining real-time OpenWeatherMap data with ML...	22	Experimental	—	Python
72	GeoCd/MMMX-station-weather-analysis Exploratory data analysis, predictive modeling and production pipeline on...	22	Experimental	—	Jupyter Notebook
73	rotsl/weather-ml Hybrid cloud-edge weather ML platform that predicts near-term rainfall,...	22	Experimental	—	Python
74	Calvinxc1/argo-data-interpolation ARGO oceanographic data interpolation with temperature-salinity profile analysis	22	Experimental	—	Jupyter Notebook
75	NAICNO/wp7-UC1-climate-indices-teleconnection UC1 — Ensemble ML prediction of climate teleconnections using NorESM...	22	Experimental	—	Jupyter Notebook
76	fbenkhelifa/binary-prediction-with-a-rainfall-dataset Notebook-based rainfall binary classification workflow for applied ML...	22	Experimental	—	Jupyter Notebook
77	tomas-jovelino-dev/BradfordWeatherML 🌤️ Analyze and predict solar radiation and rainfall in Bradford using visual...	22	Experimental	—	Jupyter Notebook
78	AAnzel/Polar-Diagrams-Dashboard "A Multi-Technique Approach for Improving Summary Polar Diagrams" by...	22	Experimental	—	Jupyter Notebook
79	JGrassi97/AIUQ-diagnostic Diagnostic system for uncertainty quantification of AI-based weather...	22	Experimental	—	Python
80	jayeshmanani/Decision-Tree-Classifier-using-scikit-learn In this notebook, we will use scikit-learn to perform a decision tree based...	22	Experimental	8	Jupyter Notebook
81	yama-jan/stlouis-weather-predictor 🌡️ Predict St. Louis' average daily temperature using historical data with...	22	Experimental	—	Jupyter Notebook
82	Mert-chan/IonoBench Framework for benchmarking spatiotemporal models for global ionosphere forecasting	22	Experimental	3	Jupyter Notebook
83	javedali99/machine-learning-final-project Storm Surge Prediction Using Different Machine Learning Methods	21	Experimental	8	Jupyter Notebook
84	DeepthiSudharsan/Rainfall-Pattern-Prediction-using-ML Environmental Studies (P/F course) - End Semester Project	21	Experimental	10	Jupyter Notebook
85	HROlive/Tropical-Cyclone-Intensity-Estimation Solution for categorizing hurricanes based on intensity, using a deep...	21	Experimental	8	Jupyter Notebook
86	TheRoberto2512/Weather-Classification Progetto finale del corso Machine Learning, A.A. 2023/2024, Università degli...	21	Experimental	8	Python
87	frasertheking/DeepPrecip A deep convolutional neural network for surface precipitation retrievals	20	Experimental	10	Python
88	bond005/yandex-shifts-weather The best solution of the Weather Prediction track in the Yandex Shifts challenge	20	Experimental	20	Jupyter Notebook
89	NirmalSitaldin/RWS-Climate_Adaptation_of_Road_Transport_Networks This repository contains the data and code used for the PhD project "RWS -...	19	Experimental	—	—
90	IONIS-AI/.github Advanced Ionospheric Neural Inference System (IONIS). Engineering the...	19	Experimental	—	—
91	Matheus-Rodriguez/TerraCast Terracast is a website for risk prediction	19	Experimental	—	Python
92	Pavithra734/Rainfall-Predictor Rainfall prediction ML web app using Flask & Random Forest	19	Experimental	—	Jupyter Notebook
93	Amr-Belal-77/Weather-Monitoring-System A dynamic PHP + MySQL weather monitoring dashboard that displays real-time...	19	Experimental	—	CSS
94	BaptisteZloch/MakeIT-How-to-forecast-weather-with-Arduino-Nano-33 This repository is dedicated to the second tutorial of my youtube channell...	19	Experimental	10	C
95	SyedHussain23/air-temperature-forecasting Time series forecasting project to predict monthly air temperature trends...	19	Experimental	—	Jupyter Notebook
96	ldicarlo1/weather_forecast_bias_correction A simple bias correction of temperature, dew point, and 10m wind speeds for...	18	Experimental	23	Jupyter Notebook
97	adnankarol/Water-Consumption-Prediction-Service A complete end to end system for water consumption forecasting involving...	18	Experimental	7	Jupyter Notebook
98	Hrishikesh332/Weather-Forecasting-Using-ML The aim of this project to see to do the prediction of the weather using the...	18	Experimental	86	Jupyter Notebook
99	swiss-ai/SwissClim_Evaluations Verification and viszualization suite for the SwissAI + Climate models	17	Experimental	3	Python
100	blutjens/climate-emulator Official repo for "The impact of internal variability on benchmarking deep...	17	Experimental	21	Jupyter Notebook
101	MaryvilleUniversity-AI/stlouis-weather-predictor Predict the daily average temperature in St. Louis using a neural network...	17	Experimental	—	Jupyter Notebook
102	ramimhossain12/Weather-Forecasting-With-Machine-Learning-Deep-Learning Weather Predction	17	Experimental	5	—
103	riziq-abuirshaid/Climate-Change-Prediction-Using-Artificial-Neural- Ann Model that predicts Climate Change by comparing old weather forecasts...	17	Experimental	3	Jupyter Notebook
104	MadJokkerr/Tropical-Cyclone Tropical Cyclone Intensity Classification and Estimation Using Infrared...	17	Experimental	5	—
105	AAlkiyumi/Project-4-Big-Data-Analysis-with-PySpark-on-Weather-Data In this project, I analyzed weather data from the NCEI Global Surface...	17	Experimental	4	Jupyter Notebook
106	OHSEHOON99/precipitation-nowcasting-U-Net-with-HSR-data Code for improving precipitation nowcasting models using weighted average...	16	Experimental	4	Jupyter Notebook
107	matko-iv/vrijeme Corrected weather model with higher accuracy using 11 model-ensemble and XGBoost.	16	Experimental	2	Python
108	HakamShams/IDEE [NeurIPS'24] Identifying Spatio-Temporal Drivers of Extreme Events	16	Experimental	9	Python
109	Vishal023/Weather-Reasoning Weather Reasoning Application	16	Experimental	4	Jupyter Notebook
110	habibsaboahmad/climate-change-ml-project Machine learning project for global climate change analysis and temperature...	15	Experimental	1	Jupyter Notebook
111	mveilleux/time-to-run A Chrome Extension that uses machine learning to predict if the weather...	15	Experimental	2	JavaScript
112	DuncanMainya/Weather_Classifier Uses the Resnet34 architecture to classify different weather conditions	15	Experimental	—	Jupyter Notebook
113	Hereon-KSN/cygnss-deployment Web Interface for Wind Speed Prediction	15	Experimental	20	Jupyter Notebook
114	AngeClementAkazan/Localized-Weather-Prediction-Using-KAN-and-DeepRNNs This repository contains the code and resources for the research project...	15	Experimental	6	Jupyter Notebook
115	openosmia/snowlaps Deep learning emulator of a radiative transfer model to study the impact of...	15	Experimental	7	Python
116	mayankchoudhary23/climate-food-supply-ml Machine learning analysis of climate change impacts on global food supply...	15	Experimental	1	Jupyter Notebook
117	Ali-Jabbar-CS/ai-weather-assistant AI-powered weather app with local Llama3 descriptions and SDXL-generated cityscapes	14	Experimental	—	HTML
118	CapMorningStar/daly-city-weather-ml Machine learning project for Daly City weather analysis and prediction using...	14	Experimental	—	Jupyter Notebook
119	2ammyy/WeatherGuardTN_AI_BI_project Tunisia Weather Danger & Vigilance Forecast	14	Experimental	—	HTML
120	nalmojel/Ai-Project Climate change trend analysis and temperature forecasting using ML on 250+...	14	Experimental	—	Jupyter Notebook
121	Patilsag/rainfall-runoff-lstm Exploratory LSTM for rainfall-runoff modeling using the CAMELS dataset.	14	Experimental	—	Python
122	dwninii/Menstrual_Cycle_Analysis Multi-target regression project predicting menstrual cycle length and...	14	Experimental	—	Python
123	arjit-abhi/rainfall-prediction machine-learning data-science xgboost rainfall-prediction scikit-learn python	14	Experimental	—	Python
124	arshchawla21/cyclone-lstm-forecasting This research project explores LSTM RNNs for cyclone forecasting, comparing...	14	Experimental	3	Jupyter Notebook
125	jingwenshi-dev/Weather-Forecasting-by-GRU-Transformer Predict the next 24 hours' temperatures by GRU and Transformer	14	Experimental	24	Jupyter Notebook
126	pxtroniwnl/huya-web Dashboard meteorológico con mapa interactivo y series de tiempo....	14	Experimental	—	JavaScript
127	jakyjackal/CometWeb-Carbon_Badge 🌿 Display lightweight CO₂e emissions badge per page view using a web...	14	Experimental	—	TypeScript
128	Devparihar5/A-Data-Centric-Approach-to-Weather-Prediction A Data-Centric Approach to Weather Prediction: IoT and Machine Learning on...	14	Experimental	3	Jupyter Notebook
129	andrea-gasparini/big-data-weather-forecasting Big Data weather forecasting, experimenting with logistic regression, SVM...	14	Experimental	9	Jupyter Notebook
130	harshilp2930/chronos-01 AI-powered ISRO launch weather scrub risk prediction system	14	Experimental	—	TypeScript
131	Amaan-developpeur/WeatherPredictionAPI WeatherPredictionAPI : A full-stack machine learning system that predicts...	14	Experimental	3	Jupyter Notebook
132	Rahul-JOON/Forecast-Journal Forecast Journal is a dynamic project designed to fetch, store, and analyze...	14	Experimental	4	TypeScript
133	gereltuya/ai-for-climate-action Code for a scientific article review project for practice at SPbU	14	Experimental	1	HTML
134	jaya6400/weather_agent_ai_app Weather Agent using Google Gemini	13	Experimental	2	Python
135	arpitaapatel/Global-Climate-Data-Analytics-Dashboard- An interactive data science dashboard for real-time climate analytics and ML...	13	Experimental	2	TypeScript
136	jchburmester/ai_cc Mapping the Landscape of AI, ML, and DL in Climate Change Research	13	Experimental	5	HTML
137	DanteSc03/Machine-Learning-Wave-Predictions The purpose of this project is to use BigQuery AutoML to build a regression...	13	Experimental	8	Jupyter Notebook
138	pnnl/raft-model.github.io Homepage of the Risk Analysis Framework for Tropical Cyclones (RAFT), a...	13	Experimental	2	—
139	emirhanai/AI-Weather-Detection-with-.EXE-Application-Neural-Networks-Software-100-Originally--99-Accura AI Weather Detector - With .EXE Applicaton! This is innovation! - Artificial...	12	Experimental	17	Python
140	SarwanShah/Precipitation-Nowcasting-Using-Deep-Learning-2024 Implemented state-of-the-art ConvLSTM and TrajGRU models for precipitation...	12	Experimental	4	Jupyter Notebook
141	cbhua/coagulant-forecast [Water Research 23] "Coagulant dosage determination using deep...	12	Experimental	4	Jupyter Notebook
142	norlys-org/model machine learning model for nowcasting northern lights oval based on ground...	11	Experimental	—	Rust
143	dpmendez/climate-finance Modeling financial market responses to U.S. climate disasters using abnormal...	11	Experimental	—	Jupyter Notebook
144	Youssef3082004/Weather_Forecasting This project focuses on predicting weather conditions based on...	11	Experimental	—	Jupyter Notebook
145	brbousnguar/weather-app-openai Intelligent weather app combining React, OpenAI GPT-4 & OpenWeatherMap for...	11	Experimental	—	JavaScript
146	shihabmuhtasim/Machinearning-Model-Weather-Prediction-Rain-Snow- This project aims to address the challenge of predicting whether it will...	11	Experimental	—	Jupyter Notebook
147	saoud30/AtmosPhase AtmosPhase isn't just another weather app 🌤️ - it's your personal weather...	11	Experimental	2	TypeScript
148	LoeugeTech/Weather_Prediction Weather Prediction system	11	Experimental	2	Jupyter Notebook
149	bchryzal/Smart-Home-s-Temperature-Time-Series-Forecasting Use your skills to help construct a sustainable society by predicting...	11	Experimental	2	Jupyter Notebook
150	Anas436/Extreme-Weather-Forecasts-AI Improving Extreme Weather Forecasts Using AI	10	Experimental	1	Jupyter Notebook
151	SarwanShah/Review-On-RNNs-LSTMS-For-Precipitation-Nowcasting-2024 In this project we worked on developing an understanding of RNN and LSTM...	10	Experimental	1	—
152	BoredDam/weather-forecasting-in-Szeged A machine learning project about weather forecasting, by @BoredDam and @paolovolpini.	10	Experimental	3	Jupyter Notebook

Comparisons in this category

earth2studio and earth2mip (85 vs 51)