• Dr. R. S. Khule
• Trunali Avhad
• Sakshi Aherrao
• Pranjali Chavan

This proposed system focuses on the development and implementation of a sophisticated text summarization system using Natural Language Processing (NLP) and Machine Learning, specifically leveraging the Latent Semantic Analysis (LSA) algorithm. Text summarization is a critical aspect of information retrieval and comprehension, enabling users to grasp the essence of large volumes of text quickly and efficiently. Despite the advancements in NLP and ML, there remains a gap in the implementation of a comprehensive summarization system that incorporates LSA. Our project aims to bridge this gap by designing and deploying a novel system that harnesses the power of LSA to extract latent semantic relationships within textual data, thereby generating concise and meaningful summaries. The proposed system will not only enhance the efficiency of information processing but also contribute to the existing body of knowledge in the field of text summarization. Through the integration of LSA, the project seeks to capture the underlying semantic structure of documents, allowing for a more nuanced and contextually relevant summarization. As we embark on the implementation phase, the objective is to address the current absence of a fully realized LSA-based summarization system, providing a valuable tool for researchers, businesses, and individuals dealing with vast amounts of textual information. This project is poised to make a significant contribution to the advancement of text summarization techniques, highlighting the potential of LSA within the broader landscape of NLP and ML applications.

Summarization, Natural Language Processing (NLP), Machine Learning (ML), Latent Semantic Analysis (LSA), Information Retrieval, Textual Data, Implementation.

"TEXT SUMMARIZATION USING NATURAL LANGUAGE PROCESSING AND MACHINE LEARNING", International Journal of Emerging Technologies and Innovative Research (www.jetir.org), ISSN:2349-5162, Vol.10, Issue 11, page no.d724-d727, November-2023, Available :http://www.jetir.org/papers/JETIR2311388.pdf

"TEXT SUMMARIZATION USING NATURAL LANGUAGE PROCESSING AND MACHINE LEARNING", International Journal of Emerging Technologies and Innovative Research (www.jetir.org | UGC and issn Approved), ISSN:2349-5162, Vol.10, Issue 11, page no. ppd724-d727, November-2023, Available at : http://www.jetir.org/papers/JETIR2311388.pdf