Vector Database

STANDARD DEFINITION · CACHED

A is a specialized data management system designed to store, index, and retrieve high-dimensional , which are numerical representations of unstructured data such as text, images, or audio generated by models. Unlike traditional that rely on exact matches in rows and columns, these systems utilize (ANN) search algorithms, such as (HNSW) or (IVF), to find data points based on or . They are critical components in the architecture of (LLMs), particularly for enabling (RAG) and long-term for . Prominent providers and technologies in this ecosystem include , , , , and specialized extensions for like .

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Active Learning AI Alignment AI Audit AI Bubble AI Capex AI Watermarking Algorithmic Bias Anthropic Attention Mechanism Backpropagation Bayesian Inference Big Data Content Credentials Convolutional Neural Network CUDA Data Broker Data Lake Data Normalization Data Poisoning Decision Trees Deepfake Differential Privacy Diffusion Models Digital Divide Disparate Impact End-to-End Encryption EU AI Act Explainable AI Export Controls Feature Engineering Fine-tuning Frontier Model GDPR (General Data Protection Regulation)Generative AI Google DeepMind GPU Computing Gradient Boosting Gradient Descent HBM (High-Bandwidth Memory)Hugging Face Hyperscaler Inference Interpretability Job Displacement Large Language Model Mistral AI Model Card Model Distillation Neocloud Neural Network NIST AI RMF (AI Risk Management Framework)NVIDIA OpenAI Overfitting Power Purchase Agreement Principal Component Analysis Prompt Engineering Prompt Injection PUE (Power Usage Effectiveness)PyTorch Quantization RAG (Retrieval-Augmented Generation)Random Forest Recurrent Neural Network Red Teaming Reinforcement Learning Small Modular Reactor Sovereign AI Stochastic Gradient Descent Supervised Learning TensorFlow TPU (Tensor Processing Unit)Transformer Architecture Underfitting Unsupervised Learning Vector Database WCAG (Web Content Accessibility Guidelines)Zero-Day

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Vector Database

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