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 79 demand forecasting systems frameworks tracked. The highest-rated is samirsaci/ml-forecast-features-eng at 43/100 with 69 stars.

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#	Framework	Score	Tier	Stars	Language
1	samirsaci/ml-forecast-features-eng Machine Learning for Retail Sales Forecasting — Features Engineering	43	Emerging	69	Jupyter Notebook
2	georgeguimaraes/soothsayer Elixir library for time series forecasting, inspired by Facebook's Prophet...	40	Emerging	132	Elixir
3	Pradnya1208/Time-series-forecasting-using-Deep-Learning The goal of this notebook is to implement and compare different approaches...	38	Emerging	37	Jupyter Notebook
4	AstraZeneca/judgyprophet Forecasting for knowable future events using Bayesian informative priors...	38	Emerging	58	Python
5	DSkapinakis/sales-time-series-forecasting-ml-models Sales Time Series Forecasting using Machine Learning Techniques (Random...	36	Emerging	12	Jupyter Notebook
6	microsoft/dstoolkit-corporate-financial-forecasting Template for using the finnts package on Azure Synapse for scalable time...	34	Emerging	10	—
7	KasperGroesLudvigsen/xgboost_time_series How to use XGBoost for multi-step time series forecasting	34	Emerging	44	Jupyter Notebook
8	milonigada09/Supply-Chain-forecasting-deep-learning In this project, we leverage Deep Learning algorithms to build robust...	32	Emerging	26	Jupyter Notebook
9	cobanov/time-series-analysis-prophet-youtube Time Series Analysis project with Prophet.	32	Emerging	40	Jupyter Notebook
10	pablo-reyes8/inflation-forecasting-arima-lstm Inflation-forecasting pipeline that combines ARIMA diagnostics in Stata with...	31	Emerging	4	Python
11	shreyamalogi/Industrial-Demand-Forecasting-Pipeline Architected a high-performance predictive pipeline processing 15 Million...	31	Emerging	14	Jupyter Notebook
12	davidyen1124/cowculator COWCULATOR: AI-driven catering cost forecasting in Python. Trains...	30	Emerging	2	Python
13	niravtrivedi23/Market-Product-Demand-Analysis Data-driven analysis of regional product demand across India using Python,...	29	Experimental	2	HTML
14	prs98/Backorders_Supply_Chain_Analysis Understanding the supply chain process data and implementing different...	28	Experimental	12	Jupyter Notebook
15	Sowrab121/Forecast-Factory 📊 Simulate future business outcomes with ForecastFactory, an AI-driven...	28	Experimental	2	Python
16	Kenzyken-gsm/book-sales-forecasting-timeseries 📈 Forecast weekly and monthly book sales using advanced models like SARIMA,...	27	Experimental	2	Jupyter Notebook
17	nithinsoundar/Retail-Demand-Forecasting A deep learning model that predicts the demand of an item for a particular...	26	Experimental	5	Jupyter Notebook
18	AmirhosseinHonardoust/Forecasting-The-Future-of-Forecasting A deep exploration of AI-driven foresight, how predictive models evolve into...	25	Experimental	24	—
19	Debddj/smart-manufacturing-ml-mas This project implements a smart manufacturing supply chain optimization...	25	Experimental	1	Python
20	AmirhosseinHonardoust/Demand-Forecasting End-to-end demand forecasting with Python using synthetic time-series sales...	24	Experimental	29	Python
21	SWARNIM-TIWARI/time-series-forecasting-dashboard Interactive dashboard comparing ARIMA, Prophet, LSTM, and Temporal Fusion...	22	Experimental	—	Python
22	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...	22	Experimental	1	Jupyter Notebook
23	sahmed0/sea-level-app An interactive web application that forecasts global sea level rise by...	22	Experimental	—	Python
24	Haryaksh1/Demand-Forecasting ML framework for quantifying multi-factor influence on demand — RF, SHAP,...	22	Experimental	—	Jupyter Notebook
25	Smasko7/Probabilistic-Retail-Demand-Forecasting An end-to-end probabilistic machine learning pipeline for retail demand...	22	Experimental	—	Jupyter Notebook
26	nurdar7340/Product-Sales-Forecast 📈 Create a simple product sales forecast system in Python with Tkinter,...	22	Experimental	—	Python
27	virbahu/demand-forecast-ensemble Ensemble demand forecasting combining statistical and ML models	22	Experimental	—	Python
28	virbahu/demand-forecasting-masterclass The complete guide to demand forecasting - from moving averages to transformers	22	Experimental	—	Jupyter Notebook
29	virbahu/demand-sensing-ml Near-term demand sensing ML external signals	22	Experimental	—	Python
30	europanite/client_side_time_series_forecast A Browser-Based Multivariate Time-Series Forecast Playground Powered by XGBoost.	22	Experimental	3	TypeScript
31	mdsaoodalam/production-forecasting-dashboard 🛢️ Visualize and forecast oil & gas well production with a user-friendly...	22	Experimental	—	Python
32	jackx7/Forecasting-The-Future-of-Forecasting 🔍 Explore advanced forecasting methods that transform predictions into...	22	Experimental	—	—
33	FelipeLeiteDS/Cafe-Profit-Forecast_Random-Forest Archive of Decision Tree algorithms utilized in multiple scenarios	22	Experimental	1	Python
34	spouladchang/inventory-optimization-deep-rl AI-powered restaurant inventory optimization using Deep Reinforcement...	21	Experimental	—	Jupyter Notebook
35	allureking/Time-Series-Demand-Forecasting-for-Smart-Retail Transformer-based demand forecasting on M5 dataset \| Encoder-Decoder...	21	Experimental	—	Python
36	TheQuantScientist/ChanFormer A channel-wise Transformer architecture for multi-asset financial...	21	Experimental	—	Python
37	lazaronixon/corona-prophet Profeta do corona - Using facebook prophet to predict corona vírus	20	Experimental	11	Ruby
38	MfaXyz/Simple-Forecaster-Using-NeuralProphet Forecasting sales and economic demand for businesses with a time series...	20	Experimental	6	Jupyter Notebook
39	ncozzi/wb_gdp_predict Predicting next year's GDP using ML (Python)	20	Experimental	8	Jupyter Notebook
40	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	20	Experimental	6	Python
41	aakrivenkovskaya/book-sales-forecasting-timeseries Time series forecasting system for retail book sales (NDA-safe). Includes...	19	Experimental	—	Jupyter Notebook
42	ShubhamG2311/Financial-Time-Series-Forecasting Financial Time Series Forecasting using Deep Learning Techniques and...	18	Experimental	22	Jupyter Notebook
43	PramudithaN/fyp_backend Production-grade FastAPI backend for crude oil price forecasting using a...	17	Experimental	1	Python
44	thisisazaro/fmcg-demand-forecasting FMCG demand forecasting using SARIMA, Prophet, CatBoost and LightGBM with...	17	Experimental	1	Jupyter Notebook
45	lakshrajkumar26/Retail-AI-Prediction-v2 AI-powered retail demand forecasting system that supports multi-store data...	17	Experimental	1	Python
46	samuelbrhane/Nordict Cloud-native multi-horizon market forecasting platform with probabilistic...	16	Experimental	1	TypeScript
47	bhushanpatil-ai-ml/time-series-sales-forecasting Advanced Time-Series Sales Forecasting using ARIMA, Prophet, and LSTM	15	Experimental	1	Jupyter Notebook
48	sucharitha1812/ai-retail-demand-forecasting-dynamic-pricing End-to-end AI system for retail demand forecasting using Temporal Fusion...	14	Experimental	—	Jupyter Notebook
49	Azo-rocks/TS_Academy_Capstone_Project End-to-end time series forecasting project using SARIMA to analyze and...	14	Experimental	—	Jupyter Notebook
50	wolfwdavid/demand-forecast Scalable demand forecasting with PySpark, Prophet, LightGBM, and LSTM —...	14	Experimental	—	Python
51	jgrjguj9653/tourism-demand-ml Predict tourism demand using a machine learning pipeline that preprocesses...	14	Experimental	—	Python
52	Mattytomo365/Comparative-Forecasting-Analysis Comparison of ARIMA, XGBoost, and Lasso approaches to time-series...	14	Experimental	—	Python
53	sankeerthana22/retail-demand-forecasting Time series demand forecasting using Python and Prophet to predict retail...	14	Experimental	—	Jupyter Notebook
54	deepanshu0110/retail-sales-forecasting End-to-end retail demand forecasting pipeline comparing Naive, Linear Trend,...	14	Experimental	—	Python
55	Ryme-ab/ML-project End-to-end ML system for identifying and forecasting international export...	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	net421/stochastic-demand-engine Stochastic model to predict event probability and forecast store demand using Python	14	Experimental	—	Python
58	galmed12/Dataset-speeding-dates Machine learning analysis of speed dating dynamics using XGBoost, Random...	14	Experimental	—	—
59	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
60	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
61	biprajit007/resource-usage-predictor Python resource forecasting tool for basic CPU and memory trend prediction.	14	Experimental	—	Python
62	VM-code27/Hotel-Demand---Revenue-Forecasting-Agent Demand and revenue forecasting using XGBoost and Prophet with synthetic data	14	Experimental	—	Python
63	Lindiwe-22/Strait-of-Hormuz-Crisis-2026 Data-driven intelligence analysis of the 2026 US-Iran War. Investigating how...	14	Experimental	—	Jupyter Notebook
64	snoozypanda/FUTURE_ML_01 Sales Forecasting System: a Python ML model to predict business demand and...	14	Experimental	—	Jupyter Notebook
65	aditipard/demand-forecasting-project A basic demand forecasting tool using ML built with Python	14	Experimental	—	Jupyter Notebook
66	shashwat-singh-dev/FUTURE_ML_01 Built a time-series sales forecasting model using XGBoost with advanced...	14	Experimental	—	Python
67	nandinigajendra/Time-series-Forecasting Time Series Forecasting using ARIMA and Prophet on Walmart Sales Data	14	Experimental	—	Jupyter Notebook
68	Busayosage/predicting_demand_for_perishable_goods EDA and demand forecasting analysis for perishable goods using Python,...	14	Experimental	—	Jupyter Notebook
69	ParthDS02/Time-Series-Forecast-Prophet- Developed a time series forecasting model using Facebook Prophet to predict...	14	Experimental	—	Jupyter Notebook
70	tanmaymantur/Multi-Output-TimeSeries-Forecast-Training 📈 Forecast multiple future values at once with the Multi-Output Linear...	13	Experimental	—	JavaScript
71	Adityabaan/AI-Powered-Demand-Forecasting-for-Products AI-Powered Demand Forecasting for Products uses machine learning to predict...	13	Experimental	—	Jupyter Notebook
72	AwanRaskall/ml-demand-driven-order-planning Calculation of the optimal order volume for 8 weeks, taking into account...	13	Experimental	—	—
73	PialGhosh2233/sales_forecast_TimesFM Forecasting monthly sales using Google's TimesFM model.	13	Experimental	—	Jupyter Notebook
74	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
75	Smit-Parekh/deep-demand-forecast-retail End-to-end Deep Learning (TFT) demand forecasting system for Retail/FMCG...	13	Experimental	—	—
76	mohammadjoshaghani/retail_metalearning the source code of the paper : "Retail time series forecasting using an...	12	Experimental	5	Jupyter Notebook
77	SameetAsadullah/temporal-financial-forecasting Deep learning framework for multi-horizon financial time series forecasting...	12	Experimental	2	Jupyter Notebook
78	shubham5027/Store-Item-Demand-Crypto-Price-Prediction-using-Multiple-Time-Series-Forecasting l train and evaluate multiple time-series forecasting models using the Store...	11	Experimental	4	Jupyter Notebook
79	Anush3008/Optimizing-Food-Supply-Chain-Management-Through-Advanced-Regression-based-Time-Series-Forecasting Developed a time series forecasting system using LightGBM and NARX models to...	10	Experimental	1	Jupyter Notebook