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Development of a machine learning model for predictive inventory management

 

Table Of Contents


1. Introduction
  - Background and Motivation
  - Objectives and Scope
2. Literature Review
  - Overview of Inventory Management Techniques
  - Machine Learning Applications in Inventory Forecasting
3. System Architecture and Design
  - Data Collection and Preprocessing
  - Machine Learning Model Development
  - Integration with Inventory Management Systems
4. Implementation and Methodology
  - Feature Engineering and Model Training
  - Model Validation and Performance Evaluation
5. Evaluation and Testing
  - Accuracy and Precision Metrics
  - Business Impact Analysis

Thesis Abstract

This project focuses on developing a machine learning model for predictive inventory management to optimize inventory levels and minimize stockouts and overstock situations. The project will leverage historical sales data, demand forecasts, and external factors to train a predictive model that can accurately anticipate future inventory needs. By implementing the model within inventory management systems, organizations can make data-driven decisions to improve supply chain efficiency, reduce carrying costs, and enhance customer satisfaction. The project aims to contribute to the advancement of inventory management practices, offering a practical solution for businesses to achieve optimal inventory levels and streamline operations.

Thesis Overview

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