Demand Forecasting Systems ML Frameworks

End-to-end ML pipelines for predicting future product/service demand using time-series and regression techniques (Prophet, LightGBM, XGBoost, SARIMA, LSTM). Includes retail, FMCG, food supply, and hotel demand forecasting with feature engineering and probabilistic outputs. Does NOT include general time-series forecasting, price prediction, or other forecasting domains (weather, traffic, energy, crypto).

There are 94 demand forecasting systems frameworks tracked. The highest-rated is georgeguimaraes/soothsayer at 36/100 with 132 stars.

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#	Framework	Score	Tier	Stars	Language
1	georgeguimaraes/soothsayer Elixir library for time series forecasting, inspired by Facebook's Prophet...	36	Emerging	132	Elixir
2	samirsaci/ml-forecast-features-eng Machine Learning for Retail Sales Forecasting — Features Engineering	36	Emerging	69	Jupyter Notebook
3	AstraZeneca/judgyprophet Forecasting for knowable future events using Bayesian informative priors...	31	Emerging	58	Python
4	Pradnya1208/Time-series-forecasting-using-Deep-Learning The goal of this notebook is to implement and compare different approaches...	31	Emerging	37	Jupyter Notebook
5	DSkapinakis/sales-time-series-forecasting-ml-models Sales Time Series Forecasting using Machine Learning Techniques (Random...	29	Experimental	12	Jupyter Notebook
6	microsoft/dstoolkit-corporate-financial-forecasting Template for using the finnts package on Azure Synapse for scalable time...	27	Experimental	10	—
7	KasperGroesLudvigsen/xgboost_time_series How to use XGBoost for multi-step time series forecasting	27	Experimental	44	Jupyter Notebook
8	niravtrivedi23/Market-Product-Demand-Analysis Data-driven analysis of regional product demand across India using Python,...	25	Experimental	2	HTML
9	pablo-reyes8/inflation-forecasting-arima-lstm Inflation-forecasting pipeline that combines ARIMA diagnostics in Stata with...	25	Experimental	4	Python
10	milonigada09/Supply-Chain-forecasting-deep-learning In this project, we leverage Deep Learning algorithms to build robust...	25	Experimental	26	Jupyter Notebook
11	cobanov/time-series-analysis-prophet-youtube Time Series Analysis project with Prophet.	25	Experimental	40	Jupyter Notebook
12	davidyen1124/cowculator COWCULATOR: AI-driven catering cost forecasting in Python. Trains...	24	Experimental	2	Python
13	Kenzyken-gsm/book-sales-forecasting-timeseries 📈 Forecast weekly and monthly book sales using advanced models like SARIMA,...	24	Experimental	2	Jupyter Notebook
14	Sowrab121/Forecast-Factory 📊 Simulate future business outcomes with ForecastFactory, an AI-driven...	24	Experimental	2	Python
15	shreyamalogi/Industrial-Demand-Forecasting-Pipeline Architected a high-performance predictive pipeline processing 15 Million...	24	Experimental	14	Jupyter Notebook
16	Debddj/smart-manufacturing-ml-mas This project implements a smart manufacturing supply chain optimization...	23	Experimental	1	Python
17	sahmed0/sea-level-app An interactive web application that forecasts global sea level rise by...	22	Experimental	—	Python
18	nurdar7340/Product-Sales-Forecast 📈 Create a simple product sales forecast system in Python with Tkinter,...	22	Experimental	—	Python
19	Chelsea2714/global-economic-stress-mlops Machine learning pipeline to predict recession probabilities across major...	22	Experimental	—	Jupyter Notebook
20	Smasko7/Probabilistic-Retail-Demand-Forecasting An end-to-end probabilistic machine learning pipeline for retail demand...	22	Experimental	—	Jupyter Notebook
21	Haryaksh1/Demand-Forecasting ML framework for quantifying multi-factor influence on demand — RF, SHAP,...	22	Experimental	—	Jupyter Notebook
22	galafis/cassandra-timeseries-ml-pipeline Scalable ML Pipeline for Time Series Forecasting with Apache Cassandra,...	22	Experimental	—	Python
23	jackx7/Forecasting-The-Future-of-Forecasting 🔍 Explore advanced forecasting methods that transform predictions into...	22	Experimental	—	—
24	virbahu/demand-sensing-ml Near-term demand sensing ML external signals	22	Experimental	—	Python
25	virbahu/demand-forecast-ensemble Ensemble demand forecasting combining statistical and ML models	22	Experimental	—	Python
26	mdsaoodalam/production-forecasting-dashboard 🛢️ Visualize and forecast oil & gas well production with a user-friendly...	22	Experimental	—	Python
27	alvaro-frank/wms-forecast WMS Forecast is a production-grade MLOps pipeline for warehouse demand. It...	22	Experimental	—	Python
28	virbahu/demand-forecasting-masterclass The complete guide to demand forecasting - from moving averages to transformers	22	Experimental	—	Jupyter Notebook
29	SWARNIM-TIWARI/time-series-forecasting-dashboard Interactive dashboard comparing ARIMA, Prophet, LSTM, and Temporal Fusion...	22	Experimental	—	Python
30	AmirhosseinHonardoust/Forecasting-The-Future-of-Forecasting A deep exploration of AI-driven foresight, how predictive models evolve into...	21	Experimental	24	—
31	prs98/Backorders_Supply_Chain_Analysis Understanding the supply chain process data and implementing different...	21	Experimental	12	Jupyter Notebook
32	spouladchang/inventory-optimization-deep-rl AI-powered restaurant inventory optimization using Deep Reinforcement...	19	Experimental	—	Jupyter Notebook
33	TheQuantScientist/ChanFormer A channel-wise Transformer architecture for multi-asset financial...	19	Experimental	—	Python
34	allureking/Time-Series-Demand-Forecasting-for-Smart-Retail Transformer-based demand forecasting on M5 dataset \| Encoder-Decoder...	19	Experimental	—	Python
35	nithinsoundar/Retail-Demand-Forecasting A deep learning model that predicts the demand of an item for a particular...	19	Experimental	5	Jupyter Notebook
36	AmirhosseinHonardoust/Demand-Forecasting End-to-end demand forecasting with Python using synthetic time-series sales...	18	Experimental	29	Python
37	europanite/client_side_time_series_forecast A Browser-Based Multivariate Time-Series Forecast Playground Powered by XGBoost.	18	Experimental	3	TypeScript
38	aakrivenkovskaya/book-sales-forecasting-timeseries Time series forecasting system for retail book sales (NDA-safe). Includes...	17	Experimental	—	Jupyter Notebook
39	rith-wik/attribute-forecasting-system 🔍 Predict retail demand at the attribute level with a real-time dashboard,...	16	Experimental	—	Python
40	europanite/client_side_ml A Browser-Based Multivariate Time-Series Forecast Playground Powered by CART.	16	Experimental	1	TypeScript
41	AmrElerksosy/cloud-workload-forecast Cloud CPU usage forecasting with Python, SQL and Machine Learning	15	Experimental	—	Jupyter Notebook
42	PranavViswanathan/Rebalance-AI An end-to-end MLOps platform leveraging distributed orchestration,...	15	Experimental	6	Python
43	lakshrajkumar26/Retail-AI-Prediction-v2 AI-powered retail demand forecasting system that supports multi-store data...	15	Experimental	1	Python
44	thisisazaro/fmcg-demand-forecasting FMCG demand forecasting using SARIMA, Prophet, CatBoost and LightGBM with...	15	Experimental	1	Jupyter Notebook
45	Rajasekaren-S-K/Machine-Learning-Driven-Demand-Forecasting-and-Supply-Optimization-for-Instant-Noodles-Distribution Developed a predictive machine learning model to optimize supply chain...	15	Experimental	1	Jupyter Notebook
46	FelipeLeiteDS/Cafe-Profit-Forecast_Random-Forest Archive of Decision Tree algorithms utilized in multiple scenarios	15	Experimental	1	Python
47	PramudithaN/fyp_backend Production-grade FastAPI backend for crude oil price forecasting using a...	15	Experimental	1	Python
48	bhushanpatil-ai-ml/time-series-sales-forecasting Advanced Time-Series Sales Forecasting using ARIMA, Prophet, and LSTM	15	Experimental	1	Jupyter Notebook
49	sankeerthana22/retail-demand-forecasting Time series demand forecasting using Python and Prophet to predict retail...	14	Experimental	—	Jupyter Notebook
50	jgrjguj9653/tourism-demand-ml Predict tourism demand using a machine learning pipeline that preprocesses...	14	Experimental	—	Python
51	aditipard/demand-forecasting-project A basic demand forecasting tool using ML built with Python	14	Experimental	—	Jupyter Notebook
52	snoozypanda/FUTURE_ML_01 Sales Forecasting System: a Python ML model to predict business demand and...	14	Experimental	—	Jupyter Notebook
53	Ryme-ab/ML-project End-to-end ML system for identifying and forecasting international export...	14	Experimental	—	Jupyter Notebook
54	Lindiwe-22/Strait-of-Hormuz-Crisis-2026 Data-driven intelligence analysis of the 2026 US-Iran War. Investigating how...	14	Experimental	—	Jupyter Notebook
55	sucharitha1812/ai-retail-demand-forecasting-dynamic-pricing End-to-end AI system for retail demand forecasting using Temporal Fusion...	14	Experimental	—	Jupyter Notebook
56	RomiMelfiData/store-sales-forecasting End-to-end demand forecasting project using time series and ML models	14	Experimental	—	Jupyter Notebook
57	neehanayak/financial-forecasting-pipeline Production-ready batch data pipeline on GCP using Spark, Iceberg, and...	14	Experimental	—	Jupyter Notebook
58	galmed12/Dataset-speeding-dates Machine learning analysis of speed dating dynamics using XGBoost, Random...	14	Experimental	—	—
59	VishalKJ-ai/uk-economic-forecasting Automated ETL + ML pipeline for forecasting UK macroeconomic indicators...	14	Experimental	—	Python
60	deepanshu0110/retail-sales-forecasting End-to-end retail demand forecasting pipeline comparing Naive, Linear Trend,...	14	Experimental	—	Python
61	Azo-rocks/TS_Academy_Capstone_Project End-to-end time series forecasting project using SARIMA to analyze and...	14	Experimental	—	Jupyter Notebook
62	net421/stochastic-demand-engine Stochastic model to predict event probability and forecast store demand using Python	14	Experimental	—	Python
63	tanmaymantur/Multi-Output-TimeSeries-Forecast-Training 📈 Forecast multiple future values at once with the Multi-Output Linear...	14	Experimental	—	JavaScript
64	Davides234/demand-forecasting-ml 📊 Predict future product demand for e-commerce using machine learning,...	14	Experimental	—	Jupyter Notebook
65	DigitalTouchCode/qs_sales_forecast Sales forecasting machine learning service	14	Experimental	—	Python
66	ParthDS02/Time-Series-Forecast-Prophet- Developed a time series forecasting model using Facebook Prophet to predict...	14	Experimental	—	Jupyter Notebook
67	K-Tanaka8/prophet_demand_forecast Python + Prophet での需要予測サンプル　カレンダーやラグなどを考慮	14	Experimental	—	Jupyter Notebook
68	K-Tanaka8/lightgbm_demand_forecast LightGBMによる需要予測サンプル　カレンダー、ラグ、プロモーションや在庫を考慮	14	Experimental	—	Jupyter Notebook
69	ishant415/demand-forecasting-ml 📈 Predict future product demand in e-commerce with machine learning models,...	14	Experimental	—	Jupyter Notebook
70	Busayosage/predicting_demand_for_perishable_goods EDA and demand forecasting analysis for perishable goods using Python,...	14	Experimental	—	Jupyter Notebook
71	nandinigajendra/Time-series-Forecasting Time Series Forecasting using ARIMA and Prophet on Walmart Sales Data	14	Experimental	—	Jupyter Notebook
72	soul0fskillz/m5-forecasting-dashboard Deliver accurate retail demand forecasts to optimize inventory and automate...	14	Experimental	—	—
73	shashwat-singh-dev/FUTURE_ML_01 Built a time-series sales forecasting model using XGBoost with advanced...	14	Experimental	—	Python
74	wolfwdavid/demand-forecast Scalable demand forecasting with PySpark, Prophet, LightGBM, and LSTM —...	14	Experimental	—	Python
75	VM-code27/Hotel-Demand---Revenue-Forecasting-Agent Demand and revenue forecasting using XGBoost and Prophet with synthetic data	14	Experimental	—	Python
76	biprajit007/resource-usage-predictor Python resource forecasting tool for basic CPU and memory trend prediction.	14	Experimental	—	Python
77	Mattytomo365/Comparative-Forecasting-Analysis Comparison of ARIMA, XGBoost, and Lasso approaches to time-series...	14	Experimental	—	Python
78	ncozzi/wb_gdp_predict Predicting next year's GDP using ML (Python)	13	Experimental	8	Jupyter Notebook
79	RauhanAhmed/store-sales-forecasting End-to-End Python based ML project focusing on forecasting multiple...	13	Experimental	7	Jupyter Notebook
80	Agrocel/Supply-Chain-Management 🔄 Data-driven Supply Chain Management system for Agrocel using Python,...	13	Experimental	2	HTML
81	Kimuyu-Charles/Financial-Time-Series-Forecasting-ML-DL This project explores forecasting for financial time series using a mix of...	13	Experimental	2	Jupyter Notebook
82	lazaronixon/corona-prophet Profeta do corona - Using facebook prophet to predict corona vírus	13	Experimental	11	Ruby
83	emirhanai/Machine-Learning-Software-Predicting-Germany-s-Economic-Development-from-2015-to-2019 Machine Learning Software Predicting Germany's Economic Development from 2015 to 2019	13	Experimental	6	Python
84	MfaXyz/Simple-Forecaster-Using-NeuralProphet Forecasting sales and economic demand for businesses with a time series...	13	Experimental	6	Jupyter Notebook
85	samuelbrhane/Nordict Cloud-native multi-horizon market forecasting platform with probabilistic...	12	Experimental	1	TypeScript
86	ShubhamG2311/Financial-Time-Series-Forecasting Financial Time Series Forecasting using Deep Learning Techniques and...	11	Experimental	22	Jupyter Notebook
87	bestoun/arabcab-demand-forecasting AI-based demand forecasting and inventory optimization platform for cable...	11	Experimental	—	TypeScript
88	mustafaa7med/product-return-ml-forecast A data-driven project analyzing product returns for three product lines...	11	Experimental	—	Jupyter Notebook
89	supriyap19967-creator/demand-forecasting-api Production-ready demand forecasting API using time-series features, FastAPI,...	11	Experimental	—	Jupyter Notebook
90	Adityabaan/AI-Powered-Demand-Forecasting-for-Products AI-Powered Demand Forecasting for Products uses machine learning to predict...	11	Experimental	—	Jupyter Notebook
91	PialGhosh2233/sales_forecast_TimesFM Forecasting monthly sales using Google's TimesFM model.	11	Experimental	—	Jupyter Notebook
92	Smit-Parekh/deep-demand-forecast-retail End-to-end Deep Learning (TFT) demand forecasting system for Retail/FMCG...	11	Experimental	—	—
93	AleFasone/Using-time-series-analysis-for-sales-and-demand-forecasting Time series forecasting project combining SARIMA, XGBoost and LSTM models to...	11	Experimental	—	Jupyter Notebook
94	AwanRaskall/ml-demand-driven-order-planning Calculation of the optimal order volume for 8 weeks, taking into account...	11	Experimental	—	—