Bringing Structure to Unstructured Data with an AI-First System Design
Offered By: MLOps.community via YouTube
Course Description
Overview
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Explore the challenges and solutions for managing unstructured data in enterprise environments through this insightful 12-minute talk by Will Gaviria Rojas, Co-Founder of Coactive AI. Delve into the growing importance of unstructured data, which currently accounts for over 80% of enterprise information and is expected to increase with the rise of generative AI tools. Discover why traditional data systems struggle to handle this type of content effectively and learn about the limitations of current ad hoc approaches using foundation models and LLMs. Gain valuable insights into the development of AI-powered data systems designed specifically for understanding and leveraging unstructured data. Benefit from key lessons learned in building these systems for end-to-end applications, drawing from Rojas' extensive experience as a former Data Scientist at eBay and his research work at the intersection of AI and data systems. This talk, presented by MLOps.community, offers a unique perspective on addressing the challenges of unstructured data management in the era of AI.
Syllabus
Bringing Structure to Unstructured Data with an AI-First System Design // Will Gaviria Rojas // LLMs
Taught by
MLOps.community
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