Time-Series Work Summary in CS Top Conferences (NIPS, ICML, ICLR, KDD, AAAI, WWW, IJCAI, CIKM, ICDM, ICDE, etc.)

Energy Forecast Benchmark Toolkit is a Python project that aims to provide common tools to benchmark forecast models.

Software solution for calculating optimal inventory levels, including lot size and reorder point, using cost data and demand distribution.

Demand Forecasts at Scale

SKU-level customer demand forecasts for SSDs for improved long-term supply planning

A simple application that demonstrates the power of PredictHQ's APIs.

The "Sales Demand Forecasting Regression Model" project aims to develop a predictive model that forecasts future sales demand based on historical data and relevant influencing factors. The project follows a structured approach, encompassing data collection, preprocessing, model selection, training, evaluation, and deployment.

Machine Learning CAISO electric demand forecast using https://github.com/romilan24/load-weather-dataset

This Jupyter Notebook implements Bayesian modeling techniques to fit a posterior distribution and forecast demand for an e-commerce company.

Evaluating tree-based approaches for timeseries

Forecasted product sales using time series models such as Holt-Winters, SARIMA and causal methods, e.g. Regression. Evaluated performance of models using forecasting metrics such as, MAE, RMSE, MAPE and concluded that Linear Regression model produced the best MAPE in comparison to other models

The goal of the project is to utilize Recurrent Neural network model (biLSTM) to forecast demand of bike rentals using seasonal and exogenous features

Full-stack Highly Scalable Cloud-native Machine Learning system for demand forecasting with realtime data streaming, inference, retraining loop, and more

The Travel Market Simulator project aims at providing reference implementation, mainly in C++, of a travel market simulator.

C++ Simulation Travel Demand Generation Library

C++ Simulation Discrete Event Management Library

C++ Simulation Travel Customer Choice Model (CCM) Library

C++ Simulation Revenue Management (RM) Open Library

imod 이력자료 데이터 분석/수요예측모형

List of papers, code and experiments using deep learning for time series forecasting