conclusions

ML can play an important role in retail challenge today. In the project, naive bayes, SVM, decison tree and other models all shows good example for predicting customer rating, satisfaction, and distinguish the best product in the given scenariom, both customer and business owner will benefit from it

Retailers can gain valuable insights into customer behavior, improve inventory management, optimize pricing strategies, and even for enhancing overall business performance.

The future is bright, but still many problems are waiting to solve on retail industry. For example, the quality of exisitng data, privacy, and model baies, we still have a long way to go.