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Dive into the intricacies of evaluating Large Language Models (LLMs) in this comprehensive 59-minute live session. Explore the challenges faced in assessing LLMs powering generative AI applications, including hallucinations, toxicity, prompt injections, and data leaks. Gain insights into essential evaluation techniques, metrics, and tools for ensuring LLM reliability. Learn about automated solutions for both RAG and non-RAG applications. Discover best practices for setting up accurate evaluations and addressing key issues in LLM assessments. Follow along with a live demo and explore various evaluation methods. Equip yourself with the knowledge to effectively assess and improve the performance of LLMs in real-world applications.
Syllabus
Mastering Large Language Models Evaluations: Techniques for Ensuring Generative AI Reliability
Taught by
Data Science Dojo