In today's world, a video transcript summarizer serves various purposes. It emphasizes the key points of a video, making it easierfor viewers to absorb relevant content. Many people watch YouTube videos for a range of reasons, such as entertainment, learning, gainingimportant information, or pursuing personal hobbies. However, finding a video that focuses solely on relevant content can be challenging,as many videos include unnecessary details. The main goal in most cases is to extract meaningful information from the video. This projectaims to develop a video summarization system utilizing natural language processing and machine learning techniques to create conciseabstractive text summaries from YouTube video transcripts, ensuring that vital aspects and information are retained. The primary focus ofthis project is to shorten the video scripts effectively.Keywords: NLP, Machine Learning, Abstractive Text Summarization