Advanced RAG Performance: Smart Data Handling Strategies
Retrieval-augmented generation (RAG) is transforming how we handle, interpret, and leverage data across various applications, making it a cornerstone for AI and machine learning advancements This talk unravels the complexities of RAG. Discover the pivotal role of chunking, embedding models, and vector databases in optimizing your data workflows. Learn through real-world examples how different chunking strategies can significantly impact your app's efficiency and how embedding storage solutions vary based on specific needs. Whether you're a developer, data scientist, or tech enthusiast, this session will equip you with the insights to revolutionize your approach to data structure and app design. -- Table of Contents: 00:00 Introduction 07:28 Chunking Considerations 24:45 Embedding Models and Strategies 34:55 Vector Databases -- 💼 Learn to build LLM-powered apps in just 40 hours with our Large Language Models bootcamp: https://hubs.la/Q01ZZGL-0 Learn more about Data Science Dojo here: https://datasciencedojo.com/ Watch the latest video tutorials here: https://tutorials.datasciencedojo.com/ See what our past attendees are saying here: https://datasciencedojo.com/bootcamp/... Subscribe to our newsletter for data science content & infographics: https://datasciencedojo.com/newsletter/ -- At Data Science Dojo, we believe data science is for everyone. Our in-person data science training has been attended by more than 8000+ employees from over 2000+ companies globally, including many leaders in tech like Microsoft, Apple, and Facebook. #RAGPerformance #DataOptimization #Chunking #EmbeddingModels #VectorDatabases #TechEvent #DataScience #AppDevelopment
Retrieval-augmented generation (RAG) is transforming how we handle, interpret, and leverage data across various applications, making it a cornerstone for AI and machine learning advancements This talk unravels the complexities of RAG. Discover the pivotal role of chunking, embedding models, and vector databases in optimizing your data workflows. Learn through real-world examples how different chunking strategies can significantly impact your app's efficiency and how embedding storage solutions vary based on specific needs. Whether you're a developer, data scientist, or tech enthusiast, this session will equip you with the insights to revolutionize your approach to data structure and app design. -- Table of Contents: 00:00 Introduction 07:28 Chunking Considerations 24:45 Embedding Models and Strategies 34:55 Vector Databases -- 💼 Learn to build LLM-powered apps in just 40 hours with our Large Language Models bootcamp: https://hubs.la/Q01ZZGL-0 Learn more about Data Science Dojo here: https://datasciencedojo.com/ Watch the latest video tutorials here: https://tutorials.datasciencedojo.com/ See what our past attendees are saying here: https://datasciencedojo.com/bootcamp/... Subscribe to our newsletter for data science content & infographics: https://datasciencedojo.com/newsletter/ -- At Data Science Dojo, we believe data science is for everyone. Our in-person data science training has been attended by more than 8000+ employees from over 2000+ companies globally, including many leaders in tech like Microsoft, Apple, and Facebook. #RAGPerformance #DataOptimization #Chunking #EmbeddingModels #VectorDatabases #TechEvent #DataScience #AppDevelopment