Articles liés à Sales Prediction Analysis in Stop Store: Sales Prediction...

Sales Prediction Analysis in Stop Store: Sales Prediction Analysis in Stop Store Based on Machine Learning Algorithms - Couverture souple

Venkata Naganjaneyulu, Dr. K; Roy, Dr. Avinash

 
9786206739272: Sales Prediction Analysis in Stop Store: Sales Prediction Analysis in Stop Store Based on Machine Learning Algorithms
Couverture souple
ISBN 10 : 6206739279 ISBN 13 : 9786206739272
Editeur : LAP LAMBERT Academic Publishing, 2023

Synopsis

The sales volume and revenue numbers for each individual product is now tracked by large supermarket run-centers known as Big Marts, in order to forecast possible domestic consumption and revise inventory control. By exploring the database server of the data warehouse, inconsistencies and broad patterns are frequently found. The statistics may be utilised by businesses like Big Mart to forecasting potential product sales using a variety of methods involving machine learning. In this project, we have used multiple machine learning algorithms like Linear Regression, Ridge regression, Lasso Regrssion, Decision Tree Regression, Random Forest Regression, Support Vector Regressor, Adaboost Regressor, XGBoost Regression to predict the sales of the products in the Big Mart. We observe that among the mentioned algorithms XGBoost Regression works best in predicting the sales volume. Hence we have created a model using XGBoost Regression and fine tuned it to further improve the accuracy.

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Éditeur
LAP LAMBERT Academic Publishing
Date d'édition
2023
Langue
anglais
ISBN 10 
6206739279
ISBN 13 
9786206739272
Reliure
Broché
Nombre de pages
96
Coordonnées du fabricant
non disponible
Personne responsable
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