BOOKS - PROGRAMMING - Time-Series Sales Forecasting And Prediction Using Machine Lear...
Time-Series Sales Forecasting And Prediction Using Machine Learning With Tkinter - Vivian Siahaan, Rismon Sianipar 2023 EPUB Balige Publishing BOOKS PROGRAMMING
US $7.90

Views
434073
Time-Series Sales Forecasting And Prediction Using Machine Learning With Tkinter
Author: Vivian Siahaan, Rismon Sianipar
Year: 2023
Number of pages: 344
Format: EPUB
File size: 16,8 MB
Language: ENG

This project leverages the power of data visualization and exploration to provide a comprehensive understanding of sales trends over time. Through an intuitive GUI built with Tkinter, users can seamlessly navigate through various aspects of their sales data. The journey begins with a detailed visualization of the dataset. This critical step allows users to grasp the overall structure, identify trends, and spot outliers. The application provides a user-friendly interface to interact with the data, offering an informative visual representation of the sales records. One of the central functionalities of this application lies in its ability to perform sales forecasting using machine learning regressors. By employing powerful regression models, such as Random Forest Regressor, KNN regressor, Support Vector Regressor, AdaBoost regressor, Gradient Boosting Regressor, MLP regressor, Lasso regressor, and Ridge regressor, the application assists users in predicting future sales based on historical data. This empowers businesses to make informed decisions and plan for upcoming periods with greater precision.

You may also be interested in: