Uncover dominant themes and topics within large collections of unstructured text data, such as customer feedback, news articles, or research abstracts.
Task: generate a summary of a video. Input: [video title], [video transcript], [length of summary: e.g., 100 words, 200 words] Instruction: summarize the video transcript, focusing on the main topics and key takeaways. The summary should be concise and informative, providing a clear overview of the video's content. Adhere to the specified length constraint.
Identify and summarize the main topics present in a collection of academic papers or articles using advanced topic modeling.
Develop a robust categorization scheme and apply it to large text datasets, identifying overarching themes and sub-themes for content organization.