This document provides an introductory seminar presentation on using deep learning and LSTM methods for stock price prediction. The presentation was given by students at the Manoharbhai Patel Institute of Engineering & Technology under the guidance of Prof. OMKAR DUDBHURE. The presentation covers the objectives of stock price prediction using machine learning techniques, a literature review on existing approaches, a description of the proposed system including modules and tools, an overview of the system architecture and flowchart, advantages and disadvantages, and references. The goal is to accurately predict future stock prices using past stock market data and deep learning models like LSTM to help investors.