jingpeicomp/product-category-predict

商品类目预测,使用 Spring Boot 开发框架和 Spark MLlib 机器学习框架,通过 TF-IDF 和 Bayes 算法,训练出一个商品类目预测模型。该模型可以根据商品名称自动预测出商品类目。项目对外提供 RESTFul 接口。

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This project helps e-commerce businesses or product managers automatically categorize products based solely on their names. You provide a product name (e.g., "Apple iPhone 13 Pro Max"), and it returns the precise, multi-level product category (e.g., "Mobile Phones > Smartphones > iOS Smartphones"). This is ideal for anyone managing large product catalogs, especially in online retail, who needs to ensure consistent and accurate product classification.

157 stars. No commits in the last 6 months.

Use this if you need to automatically assign accurate, multi-level categories to a large number of products using only their names, streamlining catalog management or inventory organization.

Not ideal if you need to categorize products based on more than just the product name (e.g., brand, price, description) or if your product catalog is very small and can be categorized manually.

e-commerce product-catalog inventory-management retail-analytics product-classification
No License Stale 6m No Package No Dependents
Maintenance 0 / 25
Adoption 10 / 25
Maturity 8 / 25
Community 23 / 25

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Stars

157

Forks

70

Language

Java

License

Last pushed

Jun 07, 2021

Commits (30d)

0

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