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        <title>How to Build a Q&amp;A Chatbot with RAG (No Code!) - Langflow Tutorial #3</title>
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        <description>How to Build a Q&amp;A Chatbot with RAG (No Code!) In this video you will learn how to build a chatbot that is able to answer questions from a database (like Word Documents, PDFs, etc) using RAG and Langflow. 🙏 Support My Channel: Buy me a coffee ☕ : https://www.buymeacoffee.com/leonvanzyl PayPal Donation: https://www.paypal.com/ncp/payment/EKRQ8QSGV6CWW 💬 Chat with Like-Minded Individuals on Discord: https://discord.gg/VwHZzbNawh 🧠 I can build your chatbots for you! https://www.cognaitiv.ai 🕒 TIMESTAMPS: 00:00 - Intro 01:41 - Adding Context Manually 02:31 - Adding Data Loader and Context 03:42 - RAG, Chucking and Vectors 06:54 - Creating the Vector Load / Upsert 08:28 - Chroma Vector Store (Local) 10:49 - Adding Chroma Search 14:14 - Adding Pinecone Vector Store</description>
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