USING GENERATIVE AI & MACHINE LEARNING IN THE ENTERPRISE + STARTUP SHOWCASE

AUSTIN + ON-DEMAND | March 20-21, 2024

David Talby

CTO at John Snow Labs

David Talby is the Chief Technology Officer at John Snow Labs, helping companies apply artificial intelligence to solve real-world problems in healthcare and life science. David is the creator of Spark NLP – the world’s most widely used natural language processing library in the enterprise. He has extensive experience building and running web-scale software platforms and teams – in startups, for Microsoft’s Bing in the US and Europe, and to scale Amazon’s financial systems in Seattle and the UK. David holds a Ph.D. in Computer Science and Master’s degrees in both Computer Science and Business Administration. He was named USA CTO of the Year by the Global 100 Awards and Game Changers Awards in 2022.

PREVIOUS VIDEOS

Watch in-person: March 20 @ 10:40 – 11:00am CT

AI, Be Less Human: The Risks of Replicating Our Cognitive Biases

Replicating human biases causes Generative AI systems to be less accurate, fail in embarrassing ways, or be outright illegal. This session covers how a handful of common biases reflect themselves in LLM based systems: Stereotypes (gender, race, ethnicity, religion, and origin), social biases (sycophancy, ego bias, self-assessment), and professional biases (anchoring effect, confirmation bias, framing effect, order effects). Open-source tools that can test for, measure, and in some cases correct for such biases are discussed. Finally, we’ll cover the criticality in addressing such issues before deploying Generative AI systems to production, why common techniques such as guardrails and prompt engineering do not fully address the problem, and what needs to be built next to do so.