// Abstract
Generative AI is not going anywhere, but many organizations are struggling to translate a very active research and development activity from POC to production solutions. In this brief talk, I'll highlight some of the challenges I think we need to overcome if we want to deploy GenAI solutions at scale and I'll also talk about some of the opportunities this presents.

// Bio
Andy is a machine learning engineer and data leader with a passion for delivering valuable solutions that are robust, reliable and scalable.

As Head of MLOps at NatWest Group, he is responsible for driving operational best practice for AI and ML products and services across the bank and runs the internal MLOps Centre of Excellence.

He has delivered highvalue ML solutions across multiple industries and is a multiaward winning data practitioner and leader.

He is also the author of the popular technical book, Machine Learning Engineering with Python, which is a practical guide to building real solutions using the latest ML engineering and MLOps best practices.

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