demand-forecasting
m5-retail-demand-forecasting-benchmarks
M5 Retail Demand Forecasting & Inventory Risk Benchmarks
This dataset contains the heavily processed artifacts, extracted time-series features, baseline benchmarks, and model artifacts for the M5 Retail Demand Forecasting dataset.
It includes:
Over 1GB of highly engineered temporal, pricing, and calendar features.
Volatility and shortfall risk metrics for 42,840 time series.
XGBoost, Prophet, and SARIMA predictions (point + 95% intervals).
Isolation Forest anomaly detection… See the full description on the dataset page: https://huggingface.co/datasets/snchakri/m5-retail-demand-forecasting-benchmarks.nigerian_energy_and_utilities_demand_forecasting
Nigerian Energy & Utilities – Demand Forecasting | Africa (Electric Sheep Africa metadata inventory)
Size category: 100K<n<1M - Formats: parquet - Sector: energy - Engineered by Electric Sheep Africa
TL;DR
This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.
What This Dataset Covers
Public… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/nigerian_energy_and_utilities_demand_forecasting.africa-synth-retail-and-ecommerce-demand-forecasting-datasets-nigeria
Demand Forecasting Datasets | Africa (Electric Sheep Africa metadata inventory)
Size category: 100K<n<1M - Formats: parquet - Sector: culture_language - Engineered by Electric Sheep Africa
TL;DR
This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.
What This Dataset Covers
Public datasets… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-synth-retail-and-ecommerce-demand-forecasting-datasets-nigeria.demand_forecasting_data.csv
Industrial & Logistics AI Research Dataset Collection (2024 Edition)
Overview
This repository provides a structured collection of industrial and logistics datasets
designed for artificial intelligence training, operational simulation,
and supply chain optimization research.
The datasets represent realistic industrial environments including
manufacturing production lines, warehouse inventory systems,
fleet management operations, predictive maintenance logs,
smart factory… See the full description on the dataset page: https://huggingface.co/datasets/Fdddhhhill/demand_forecasting_data.csv.synthetic_eu_energy_demand_forecasting_2025
synthetic_eu_energy_demand_forecasting_2025
Dataset sintético para análisis energético europeo 2025.
Ideal para:
Modelos de predicción energética
Cumplimiento AI Act (datos no personales, sintéticos 100%)
Investigación científica
Proyectos energéticos sin riesgo legal
Campos:
timestamp
country
temperature_c
wind_speed_kmh
solar_radiation
energy_demand_mwh
synthetic_label
Uber-Demand-Forecasting