inventory forecasting

Ctrip Technology

May 18, 2023 · Artificial Intelligence

LSTM‑Based Advertising Inventory Forecasting with Embedding and Incremental Training at Ctrip

This article presents Ctrip's end‑to‑end solution for precise ad‑inventory forecasting using an LSTM model combined with entity embedding, covering data preprocessing, K‑means clustering, model architecture, offline‑online incremental training, early‑stop mechanisms, evaluation metrics, and Python service deployment.

EmbeddingLSTMPyTorch

0 likes · 19 min read

LSTM‑Based Advertising Inventory Forecasting with Embedding and Incremental Training at Ctrip

Fulu Network R&D Team

Jun 11, 2020 · Artificial Intelligence

Intelligent Inventory Management: Comparing Prophet and LSTM for Time‑Series Forecasting

This article presents an intelligent inventory management solution that predicts product consumption using two time‑series algorithms—Facebook's Prophet and LSTM deep learning—detailing data sources, preprocessing, model configuration, evaluation metrics, and a comparative analysis of their performance and suitability.

Data AnalysisLSTMMachine Learning

0 likes · 16 min read

Intelligent Inventory Management: Comparing Prophet and LSTM for Time‑Series Forecasting

JD Tech

Nov 8, 2018 · Artificial Intelligence

TP_AI Team’s Winning Solution for JD Global Operations Optimization Challenge – Intelligent Inventory Management

The TP_AI team from Tsinghua and Peking University details their winning approach to JD’s Global Operations Optimization Challenge, covering regional sales forecasting, two‑level inventory allocation, quantile‑loss evaluation, and practical algorithmic strategies that balance accuracy, constraints, and simplicity.

artificial intelligenceinventory forecastinglogistics

0 likes · 11 min read

TP_AI Team’s Winning Solution for JD Global Operations Optimization Challenge – Intelligent Inventory Management