Building and Deploying LLM Platforms in the Enterprise - From Innovation to Implementation

Learn how to build and deploy enterprise-grade Large Language Model platforms through this 32-minute conference talk from MLOps World. Explore the complete journey from initial architecture decisions to deployment strategies and ongoing maintenance, covering critical challenges including model selection, infrastructure design, data security, governance, and cost optimization. Discover best practices for choosing between open-source and proprietary solutions while ensuring compliance with data privacy regulations and optimizing performance for real-world applications. Gain insights into practical implementation through real-world examples of how The Weather Company has successfully leveraged LLMs to solve specific business use cases, including customer advertising, personalization, and health condition predictions. Master the essential considerations for seamless integration of cutting-edge AI solutions within complex enterprise environments, from innovation concepts to production-ready implementations.