LLM Text Summarization (3.3) скачать в хорошем качестве

LLM Text Summarization (3.3)

In this video, we explore the use of Large Language Models (LLMs) like GPT-4 for text summarization. These models excel at extracting key information from lengthy texts and presenting it in a concise, coherent format. We begin by demonstrating how to summarize a single PDF document using LangChain, highlighting the process of loading and splitting the document, and then using a "map_reduce" chain type to condense the content into a readable summary. This approach leverages the natural language understanding capabilities of LLMs to produce summaries that effectively capture the essence of the original material. We also cover how to customize text summarization with specific prompts, such as generating summaries in different languages. The video then extends the technique to summarize multiple documents, combining individual summaries into a comprehensive overview. By using LangChain's text-splitting features, we ensure that even large amounts of summarized content are handled efficiently. This final summary integrates insights from foundational papers in natural language processing, demonstrating the powerful ability of LLMs to synthesize information from diverse sources into a unified narrative. Code for This Video: https://github.com/jeffheaton/app_gen... ~~~~~~~~~~~~~~~ COURSE MATERIAL ~~~~~~~~~~~~~~~ 📖 Textbook - Coming soon 😸🐙 GitHub - https://github.com/jeffheaton/app_gen... ▶️ Play List -    • Course Overview: Applications of Generativ...   ~~~~~~~~~~~~~~~ CONNECT ~~~~~~~~~~~~~~~ 🖥️ Website: https://www.heatonresearch.com/ 🐦 Twitter -   / jeffheaton   😸🐙 GitHub - https://github.com/jeffheaton 📸 Instagram -   / jeffheatondotcom   🦾 Discord:   / discord   ▶️ Subscribe: https://www.youtube.com/c/heatonresea... ~~~~~~~~~~~~~~ SUPPORT ME 🙏~~~~~~~~~~~~~~ 🅿 Patreon -   / jeffheaton   🙏 Other Ways to Support (some free) - https://www.heatonresearch.com/suppor... ~~~~~~~~~~~~~~~~~~~~~~~~~~~~ #TextSummarization #AI #MachineLearning #LLMs #LangChain #GPT4 #NaturalLanguageProcessing #TechTutorial #AItools #PythonProgramming #TechEducation #DataScience