Analytics Architecture 02: From Models to Data: How GenAI Is Changing the Game for Data Scientists and Data Teams

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GenAI is changing how AI and data teams work together. Before, data scientists focused on models and algorithms, using tools like R. Now, the focus is on gathering all data in one place for frameworks like RAG and ensuring it’s accurate and reliable. This shift is bringing teams closer, aligning their goals. It’s also pushing data management vendors to go beyond ETL and offer solutions for more users and use cases.

William McKnight
President, McKnight Consulting Group

William McKnight has advised many of the world’s best-known organizations. His strategies form the information management plan for leading companies in numerous industries. He is a prolific author and a popular keynote speaker and trainer. He has performed dozens of benchmarks on leading database, data lake, streaming, and data integration products. William is the #1 global influencer in data warehousing and master data management, and he leads McKnight Consulting Group, which has twice placed on the Inc. 5000 list.

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