Retrieval Augmented Generation explained for Beginners | RAG in LLMs

Video Description

In this video, we'll explain LLMs and RAG, covering key components like retrieval and generation. Further, we'll demonstrate the RAG workflow in practice. and understand practical applications and challenges like hallucinations. We will dive into a hands-on with RAG implementation using LangChain. From importing libraries to detailed demonstrations, this video covers it all. Watch now to gain essential knowledge and hands-on experience! Learn the fundamentals of AI, including machine learning, neural networks, deep learning, and more. Enroll for free and earn a certificate upon completion. https://www.mygreatlearning.com/academy/learn-for-free/courses/generative-ai-for-beginners?utm_source=CPV_YT&utm_medium=Desc&utm_campaign=RetAugGen_2024 Learn Data Science from world-renowned MIT Faculty. Enroll Now! https://www.mygreatlearning.com/mit-data-science-and-machine-learning-program?utm_source=CPV_YT&utm_medium=Desc&utm_campaign=RetAugGen_2024 🏁 Topics Covered: 00:00:00 Introduction 00:01:04 Introduction to LLMs 00:11:57 Limitations of LLMs 00:14:04 Introduction to RAG 00:20:24 RAG Basics Concepts and Terminology 00:32:36 Key Components - Retrieval and Generation 00:41:00 Workflow of RAG 00:52:25 Applications of RAG 01:06:59 Hallucinations in RAG 01:15:40 Steps to implement RAG with LangChain 01:24:30 Hands-on RAG - Importing Libraries 01:36:06 Hands-on RAG in detail 01:41:33 RAG - Summary #rag #llm #retrievalaugmentedgeneration #ml 🔥1000+ Free Courses With Free Certificates: https://www.mygreatlearning.com/academy?utm_source=CPV_YT&utm_medium=Desc&utm_campaign=YTVids2024 ⚡ About Great Learning Academy: Visit Great Learning Academy to get access to 1000+ free courses with free certificates on Data Science, Data Analytics, Digital Marketing, Artificial Intelligence, Big Data, Cloud, Management, Cybersecurity, Software Development, and many more. These are supplemented with free projects, assignments, datasets, and quizzes. You can earn a certificate of completion at the end of the course for free. ⚡ About Great Learning: With more than 10 Million+ learners in 170+ countries, Great Learning is a leading global edtech company for professional and higher education offering industry-relevant programs in the blended, classroom, and purely online modes across technology, data, and business domains. These programs are developed in collaboration with top institutions like Stanford Executive Education, MIT Professional Education, Wharton, University of Arizona, Northwestern University, The University of Texas at Austin, NUS, IIT Madras, Microsoft & more. SOCIAL MEDIA LINKS: 🔹 For more interesting tutorials, don't forget to subscribe to our channel: https://glacad.me/YTsubscribe 🔹 For more updates on courses and tips follow us on: ✅ Telegram: https://t.me/GreatLearningAcademy ✅ Facebook: https://www.facebook.com/GreatLearningOfficial/ ✅ LinkedIn: https://www.linkedin.com/school/great-learning/mycompany/verification/ ✅ Follow our Blog: https://glacad.me/GL_Blog