Testing LLM-Powered Applications - Best Practices and Evaluation Methods
Save Big on Coursera Plus. 7,000+ courses at $160 off. Limited Time Only! Grab it Explore a comprehensive 19-minute conference talk from Conf42 Prompt Engineering 2024 that delves into the critical aspects of testing Large Language Model (LLM) powered applications. Learn from real-world examples, including the Microsoft Tay Bot case study, to understand the challenges and risks associated with deploying LLMs in production environments. Master essential testing methodologies, security considerations around prompt injection, and strategies for handling non-deterministic behaviors and inaccuracies inherent to language models. Discover how to build robust test systems, implement various testing types, and utilize key metrics for LLM evaluation. Gain insights into advanced testing approaches like adversarial testing and auto evaluation, while exploring available open-source tools for effective LLM testing.