Vector Databases 101 - How Do They Work?
Explore vector databases' functionality, applications, and architecture. Learn about similarity search, indexing techniques, and real-world use cases in machine learning and AI.
Using Vector Databases with LLMs - Part One
Explore vector databases for LLMs, enhancing audio and visual data processing, recognition, and search capabilities.
Using Vector Databases: Practical Advice for Production - LLMs in Prod Conference
Explore vector databases for LLMs in production. Learn design patterns, context retrieval, feature injection, and common pitfalls. Gain practical insights for efficient deployment and management.
RAG Has Been Oversimplified - Exploring Complexities in Retrieval Augmented Generation
Explore the complexities of Retrieval Augmented Generation (RAG) beyond its oversimplified portrayal. Gain insights into practical challenges and nuanced considerations for developers working with RAG systems.
Pinecone Vector Database - Building Knowledgeable AI
Discover vector databases for AI, explore Pinecone's features, and learn implementation through a live demo to enhance your AI projects with efficient data management.
RAG for Code Generation - AI Hacker Cup Example
Explore advanced LLM-powered competitive programming using RAG for code generation. Learn to design robust architectures, implement AST-based similarity search, and enhance few-shot learning for AI agents.
A Bi-metric Framework for Fast Similarity Search
Explore a novel bi-metric framework for efficient nearest neighbor search, combining accurate but costly ground-truth metrics with faster proxy metrics to optimize data structures and query procedures.
Qdrant: Open Source Vector Search Engine and Vector Database
Explore Qdrant, an open-source vector search engine and database. Learn its architecture, capabilities, and applications in machine learning and information retrieval.
Milvus: A Purpose-Built Vector Data Management System
Explore Milvus, a purpose-built vector data management system, and its applications in efficient similarity search and AI-powered data analysis.
Vector Databases: A New Search Paradigm - OCX 2024
Explore how vector databases revolutionize information search through multidimensional data representation, with hands-on examples using Milvus, Weaviate, and Neo4J for enhanced data analysis.
Neural Machines: From Fruit Flies to Embedded Devices
Explore neural machines through biological and artificial systems, from fruit fly olfactory architectures to low-power embedded devices, revealing innovative approaches to lifelong learning and adaptation.