Improving Large Language Model Performance - Evaluation and Testing at Enterprise Scale

Learn how to enhance large language model performance through comprehensive evaluation strategies in this 14-minute conference talk from Conf42 ML 2025. Explore the fundamental challenges of testing LLM applications at enterprise scale, moving beyond traditional metrics to understand real business impact. Discover why robust evaluation frameworks are crucial for LLM deployment success and examine the critical role of human oversight in testing processes. Understand how to implement versatile testing approaches and establish effective guardrails for production environments. Gain insights into compliance requirements, documentation best practices, and continuous evaluation methodologies that ensure sustained model performance. Follow a practical implementation roadmap that addresses enterprise-scale challenges while maintaining quality standards. Master the balance between automated testing and human validation to create reliable, business-ready LLM applications that deliver consistent value in production environments.