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Explore the practical considerations and lifecycle of building customized domain-specific large language models for enterprise adoption in this 22-minute conference talk. Learn about the business and technical decisions involved in model customization, including technology selection, training scale, and evaluation strategies. Discover the process from initial assessments through model training, tuning, evaluations, improvements, and ongoing maintenance. Gain insights into the cost-benefit trade-offs and challenges of implementing these models in enterprise settings. Presented by Wei Wei, Managing Director of the Center for Advanced AI at Accenture, this talk provides valuable guidance for business decision-makers navigating the complexities of adapting large language models to specific enterprise needs.
Syllabus
Crafting Domain Specific Large Language Models with Enterprise Data
Taught by
Databricks