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NEW RAG-App Stack Beats Previous LLM-Stack - AI-Chatbots, OpenAI File Search, ScraperAPI

ByteGrad via YouTube

Overview

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Learn to build an advanced RAG (Retrieval-Augmented Generation) application stack that significantly improves LLM results and reduces hallucinations in AI chatbots. Discover how to scrape web data into LLM-friendly formats using ScraperAPI, then implement OpenAI's File Search functionality to create a powerful vector store system. Explore the complete workflow from data collection through clean data processing, understanding how proper data preparation enhances AI chatbot performance. Master the integration of web scraping tools with OpenAI's vector storage capabilities to build more reliable and accurate AI-powered applications. Gain practical insights into modern RAG architecture and learn why clean, well-structured data is crucial for optimal LLM performance in real-world applications.

Syllabus

00:00 Intro
03:06 File search OpenAI
03:58 Clean data collection web scraping with ScraperAPI
11:08 Vector store & File search OpenAI
14:42 Clean data benefits

Taught by

ByteGrad

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