Paradigm Shifts in Data Processing for the Generative AI Era

Paradigm Shifts in Data Processing for the Generative AI Era

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.