Data Lake

STANDARD DEFINITION · CACHED

A is a centralized repository designed to store vast amounts of raw data in its native format, including , , and . Unlike a , which requires a approach, a data lake employs , allowing for high flexibility and the delayed processing of information until it is needed for workloads or analytics. These architectures are typically built on like or cloud-based solutions such as and . While they provide cost-effective scalability for , an unmanaged lake can transform into a if it lacks proper , management, and tracking. Modern implementations often integrate with like or and may evolve into a to combine the reliability of traditional databases with the openness of lake storage.

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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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Data Lake

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