Jan 16
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Confused about how RAG systems actually work under the hood? In this video, I demystify the "magic" behind Retrieval-Augmented Generation by building an end-to-end pipeline from scratch. We break down the essential "RAG Triangle"—the User, the Knowledge Source (Vector Database), and the LLM. You will learn exactly how data is stored as vectors in Weaviate, how semantic matching works, and how to feed that context into OpenAI for accurate reasoning. In this tutorial, we cover: The RAG Architecture: Understanding the flow from query to retrieval to generation. Vector Databases: Setting up Weaviate Cloud, creating collections, and vectorizing data. Practical Coding: Writing the Python script to connect, retrieve, and generate answers using Streamlit. The "Why": Comparing LLM-only hallucinations vs. precise RAG answers. This is designed for professionals seeking practical data science mastery. Whether you are a career advancer or just refreshing your skills, this guide ensures the concept is crystal clear. Subscribe for more AI breakdowns like this. Welcome! I'm Aman, a Data Scientist & AI Mentor. Link for AI Engineering Live Bootcamp - https://www.superdatascience.com/bootcamp-india Link for New AI Shorts Channel (AI Bits by Aman) - https://www.youtube.com/@AI_Bits_By_Aman 🚀 **Level Up Your Skills:** * **Udemy Courses:** 🔥 **Start Learning Now!** 🔥 * Agentic AI for Beginners: https://www.udemy.com/course/agentic-ai-for-beginner/?referralCode=DBF3F13F598187FCCBBC *AI For Non Technical Professionals(Zero Coding) - https://www.udemy.com/course/ai-masterclass-for-non-technical-professionals-zero-coding/?referralCode=86D50E0987E804887121 * Data Science Zero to Hero: https://www.udemy.com/course/data-science-zero-to-hero/?referralCode=C742FD376D04979BDD80 * Data Science Zero to Hero (Hindi): https://www.udemy.com/course/data-science-zero-to-hero-hindi-course/?referralCode=A795A06C1728049E284C * Git, GitLab, and CI/CD: https://www.udemy.com/course/git-gitlab-and-ci-cd/?referralCode=C092A565E5525B9947CD * Docker for Beginners: https://www.udemy.com/course/docker-for-beginners-z/?referralCode=CDC738F62D12172B6ADD * Courses, Workshops & Webinars: https://www.unfolddatascience.com * LinkedIn: https://www.linkedin.com/in/aman-kumar-b4881440/ * X (Twitter): @unfolds * Instagram: @unfold_data_science * GitHub: https://github.com/UnfoldDataScience/YouTube-Videos-files 🎬 **Featured Playlists:** * LLM for Generative AI application development - https://www.youtube.com/playlist?list=PLmPJQXJiMoUWQO3ndlcQqgrmnkTBb8XrV * Advanced NLP & Generative AI: https://www.youtube.com/watch?v=As3TT3xlddU&list=PLmPJQXJiMoUW7pge9N-J5NQuPcwhzFTfY&pp=gAQB * AWS for Data Science: https://www.youtube.com/watch?v=0SYV7o_fd50&list=PLmPJQXJiMoUWFW2JxRSAfhcsQ0Cr9qbv-&pp=gAQB * Deep Learning & Neural Networks: https://www.youtube.com/watch?v=2-Cg_1FtHk8&list=PLmPJQXJiMoUVvvzXCBKSt0aA8A5NlryjV * Natural Language Processing: https://www.youtube.com/watch?v=cs049uQWbpg&list=PLmPJQXJiMoUUSqSV7jcqGiiypGmQ_ogtb * Data Science Mock Interviews: https://www.youtube.com/watch?v=pHwUllYAXqk&list=PLmPJQXJiMoUURuxLJoroTyBf9zxvgHDvk&pp=gAQB * Interview Question Series: https://www.youtube.com/watch?v=pufyEgNOT0s&list=PLmPJQXJiMoUU3h2LaP6pi9-U9vC3iZeU4&pp=gAQB * Intro to Data Science:https://www.youtube.com/watch?v=Zkyog5u1OGw&list=PLmPJQXJiMoUWXbjyedFTmXPzzoeMJV4fe * Python for Data Science: https://www.youtube.com/watch?v=NTZkMI5tuh8&list=PLmPJQXJiMoUWtuekopnh4BhTFkDBvmhnC * Statistics & Mathematics:https://www.youtube.com/watch?v=iZ2r7aIwMbc&list=PLmPJQXJiMoUU52xCfjyoGRfoLCHKFtDxX * Machine Learning end to end in Python:https://www.youtube.com/watch?v=8PFt4Jin7B0&list=PLmPJQXJiMoUWKj26qv_Pw5Aofxncu84JB * Ensemble Models: https://www.youtube.com/watch?v=fuO6QXAo-5M&list=PLmPJQXJiMoUWfMvIqAn0VI_LHlw4AmVrb * Data Science Career Guide:https://www.youtube.com/watch?v=9pytkbvF8AU&list=PLmPJQXJiMoUWoG8fRUXPRcZec9LgdHmCL * Recommendation Systems: https://www.youtube.com/watch?v=juqpTaieIkA&list=PLmPJQXJiMoUWZeVfB5fle6dwyySg7xLMq 🎥 **My Studio Gear:** * Camera: https://amzn.to/3mwXI9I * Mic: https://amzn.to/34phfD0 * Tripod: https://amzn.to/3r4HeJA * Ring Light: https://amzn.to/3gZz00F * Music: https://www.bensound.com/royalty-free-music #DataScience #AI #MachineLearning