• Tejas Gorakshnath Golhar
• Krushnakant Sunil Bankar

The study "Exploring the Landscape of the Recommendation System: Scope, Methodology, Application, Learning Paradigms" carries out an in-depth analysis of the many aspects of recommendation systems. The wide range of methodologies, programs, and learning paradigms related to recommendation systems are examined in this work. The research thoroughly investigates the methods used to develop recommendation systems, such as content-based, collaborative-based hybrid, demographic, and knowledge-based, and highlights how effective they are in resolving a variety of problems. The article also investigates the wide range of application domains, highlighting the valuable contributions of recommendation systems to improving user experiences in e-commerce, content delivery, and personalized services, among other areas. Additionally, the research explores the fundamental learning principles that underpin recommendation systems, providing insights into the numerous methods used for prediction and customization. In essence, this research paper offers a comprehensive overview of the landscape of recommendation system. This study essentially provides a thorough summary of the current state of recommendation systems. It is a useful tool for academics, professionals, and other interested parties who want to fully understand this crucial field.

Recommendation system, exploration, scope, methodology, application, learning paradigms, content delivery, machine learning model, Deep Learning, hybrid approaches, Content-based recommender system, Demographic recommendation system, Generative Recommendation System

"Exploring the landscape of the recommendation system: methodology, scope, application, techniques ", International Journal of Emerging Technologies and Innovative Research (www.jetir.org), ISSN:2349-5162, Vol.10, Issue 8, page no.g602-g608, August-2023, Available :http://www.jetir.org/papers/JETIR2308665.pdf

"Exploring the landscape of the recommendation system: methodology, scope, application, techniques ", International Journal of Emerging Technologies and Innovative Research (www.jetir.org | UGC and issn Approved), ISSN:2349-5162, Vol.10, Issue 8, page no. ppg602-g608, August-2023, Available at : http://www.jetir.org/papers/JETIR2308665.pdf