How to Evaluate LLM Performance for Domain-Specific Use Cases
Save Big on Coursera Plus. 7,000+ courses at $160 off. Limited Time Only! Grab it Explore the critical aspects of evaluating Large Language Model (LLM) performance for enterprise use cases in this comprehensive 57-minute video presentation. Delve into the nuances of LLM evaluation, learn techniques for assessing response accuracy at scale, and discover methods for identifying areas requiring additional fine-tuning. Gain insights into common challenges and approaches in LLM evaluation, understand the importance of data-centric evaluation methods, and see practical demonstrations of evaluation techniques using Snorkel AI's platform. Follow along as experts discuss topics ranging from OSS benchmarks and metrics to using LLMs as judges, and explore how data slices can enhance evaluation processes. Witness real-world applications through demos of chatbot evaluation, data annotation, and quality model building in Snorkel Flow.