Offered By: IBMSkillsNetwork
AI-Powered YouTube Summarizer, Q&A Tool with RAG, LangChain
Build a YouTube summarizer and Q&A tool using LangChain, RAG, Faiss, and Gradio. Extract video transcripts, create concise summaries, and enable real-time Q&A for deeper engagement. Perfect for students, educators, and creators, this tool leverages Faiss for efficient vector search, saving time, simplifying learning, and making video content more accessible and interactive than ever before.
Continue readingGuided Project
Artificial Intelligence
At a Glance
Build a YouTube summarizer and Q&A tool using LangChain, RAG, Faiss, and Gradio. Extract video transcripts, create concise summaries, and enable real-time Q&A for deeper engagement. Perfect for students, educators, and creators, this tool leverages Faiss for efficient vector search, saving time, simplifying learning, and making video content more accessible and interactive than ever before.
What you'll learn
- Instant transcript retrieval: Learn how to extract transcripts from any YouTube video with just a click.
- Concise summarization: Transform hours of video into bite-sized summaries that get straight to the point.
- Interactive Q&A feature: Create a dynamic Q&A system that lets users ask specific questions and receive accurate answers in real time.
- Harnessing LangChain, RAG and FAISS: Leverage cutting-edge technologies like LangChain and Retrieval-Augmented Generation (RAG) for enhanced application functionality. Integrate FAISS for fast and efficient vector search, ensuring your tool is both scalable and performant.
- Crafting with Gradio: Build an intuitive interface that makes your tool accessible and user-friendly.
Why it matters
- Save time: Quickly summarize videos to focus on what truly matters.
- Deepen engagement: Enable users to ask questions and navigate content effortlessly.
- Elevate learning: Perfect for educators seeking innovative ways to present video materials.
- Streamline processes: Automate content analysis and extraction for more efficiency.
Who should register
- Tech enthusiasts: Dive into the exciting realm of artificial intelligence and natural language processing.
- Students and educators: Enhance your learning and teaching methods with AI-driven insights.
- Developers: Expand your skillset by exploring applications of LangChain, RAG, and FAISS.
What you'll need
- Basic knowledge of Python programming.
- Familiarity with AI concepts and natural language processing (NLP) is beneficial but not required.
- A reliable internet connection to access YouTube and IBM Skills Network Labs.
- A modern web browser (Chrome, Edge, Firefox, Internet Explorer, or Safari).
What you'll build
Using Gradio, an open source Python package that lets you quickly build demos and apps for machine learning models, you'll create an engaging, user-friendly interface that lets users navigate and interact with video insights seamlessly. Say goodbye to complicated setups and hello to intuitive design!
Estimated Effort
1 Hour
Level
Intermediate
Skills You Will Learn
AI, Faiss, LangChain, NLP, Python, RAG
Language
English
Course Code
GPXX0WSJEN