Navigating the AI Frontier: The Power of Synthetic Data and Agent Evaluations in LLM Development
Save Big on Coursera Plus. 7,000+ courses at $160 off. Limited Time Only! Grab it Dive into a comprehensive 57-minute podcast exploring the cutting-edge developments in AI and LLM applications. Gain valuable insights on synthetic data's role in enhancing model behavior, prototyping, testing, and fine-tuning, as well as the latest methods for evaluating complex agent-based systems. Learn about RAG-based evaluations, dialog-level assessments, simulated user interactions, and adversarial models from Boris Selitser, Co-Founder and CTO/CPO of Okareo. Discover practical strategies for navigating challenges in AI development, including prompt injection protection, metrics for Jira agents, and optimizing routing agents. Explore the evolution of data, metrics, and agent frameworks, and understand how evaluation focus enhances AI systems. Gain valuable knowledge on customizing evaluations, leveraging synthetic data, and creating diverse agent personalities for improved AI readiness and value delivery.