Table of Contents

Chapter 1: Introduction
1.1 Background of the Study
1.2 Problem Statement
1.3 Research Questions
1.4 Objectives of the Study
1.5 Significance of the Study
1.6 Scope of the Study
1.7 Limitations of the Study

Chapter 2: Literature Review
2.1 Overview of Machine Learning in Stock Market Prediction
2.2 Previous Studies on Stock Price Prediction
2.3 Stock Market Analysis Techniques
2.4 Machine Learning Algorithms for Stock Price Prediction

Chapter 3: System Design
3.1 System Architecture
3.2 Data Collection and Preprocessing
3.3 Feature Selection
3.4 Model Training and Evaluation

Chapter 4: Implementation
4.1 Technology Stack
4.2 Data Collection and Preparation
4.3 Model Implementation and Testing
4.4 Performance Evaluation

Chapter 5: Conclusion and Summary
5.1 Summary of Findings
5.2 Conclusions
5.3 Recommendations for Future Research

Project Summary:

Title: A Machine Learning-based System for Predicting Stock Price Movements

The aim of this final year project is to develop a machine learning-based system that can predict stock price movements with high accuracy. The project focuses on utilizing historical stock market data and implementing various machine learning algorithms to analyze and predict future stock prices.

Chapter one provides an introduction to the project, outlining the background, problem statement, research questions, objectives, significance, scope, and limitations of the study. The literature review in chapter two discusses previous studies on stock price prediction, machine learning algorithms, and stock market analysis techniques.

The system design in chapter three details the architecture, data collection, preprocessing, feature selection, and model training processes. Chapter four covers the implementation phase, including the technology stack, data preparation, model implementation, testing, and performance evaluation.

In the final chapter, conclusions and summaries are drawn from the findings, with recommendations for future research. The project aims to contribute to the field of stock market prediction and provide valuable insights for investors and financial analysts.

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