The aim of this study is to develop a user interface facilitating the retrieval of YouTube video summaries through the integration of Natural Language Processing (NLP) and Machine Learning techniques. With the continuous influx of videos uploaded to YouTube on a daily basis, locating relevant content has become increasingly challenging. Often, significant time and effort are expended in searching for desired content, with outcomes often proving futile due to the inability to extract meaningful information. Our pro…