Demand Forecasting Starter

As businesses strive to optimize operations and minimize waste, demand forecasting has become essential. The **Demand Forecasting Starter** app addresses this need by leveraging machine learning algorithms to generate demand forecasts, all housed natively within a Snowflake app.

**The purpose of the Demand Forecasting Starter application is to enable businesses to generate demand forecasts directly within Snowflake, without requiring external infrastructure.**

**Demand Forecasting Starter** provides simple forecasting through 4 core functionalities:

1. **Data Preparation:** Ingests and structures historical data for forecasting, ensuring consistency and reliability.
2. **Model Training:** Applies machine learning models to generate demand predictions, running multiple models for comparison.
3. **Visualization:** Displays forecasted demand trends visually supporting the selection of prefered model.
4. **Forecast Storage:** Retains forecasts created by application selected for Snowflake writeback.

随着企业持续优化运营流程、削减资源损耗，需求预测已成为不可或缺的核心业务环节。**需求预测入门应用（Demand Forecasting Starter）** 依托机器学习算法生成需求预测结果，全程原生集成于Snowflake（雪花云数据平台）应用生态中，完美适配企业的核心需求。

**需求预测入门应用（Demand Forecasting Starter）的核心目标，是助力企业直接在Snowflake平台内生成需求预测结果，无需依赖任何外部基础设施。**

需求预测入门应用（Demand Forecasting Starter）通过四大核心功能提供轻量化预测服务：
1. **数据准备（Data Preparation）**：加载并结构化处理预测所需的历史数据，保障数据的一致性与可靠性。
2. **模型训练（Model Training）**：部署机器学习模型生成需求预测结果，同时运行多组模型以供性能对比与选型。
3. **可视化分析（Visualization）**：以可视化形式展示预测的需求趋势，辅助用户选定最优模型。
4. **预测结果存储（Forecast Storage）**：留存应用生成的、经选定的预测结果，并支持将其回写至Snowflake数据库。