Paradigm Shifts in Data Processing for the Generative AI Era
Original URL: https://gradientflow.substack.com/p/paradigm-shifts-in-data-processing
Article Written: November 11, 2024
Added: February 5, 2025
Type: vision
Summary
"AI-centric" data processing focuses on preparing and managing large-scale, multimodal datasets efficiently for AI model training, fine-tuning, and deployment, rather than traditional database queries. It involves optimizing computation across heterogeneous resources (CPUs/GPUs), improving data flow efficiency, and enabling scalability—all crucial for building next-generation AI models.