Explore the complex world of AI Operations through this 24-minute conference talk from Data Science Conference Europe 2023, where Alexander Buyanov examines the transformative role of artificial intelligence and machine learning in IT operations. Gain insights into critical challenges including data quality management, model interpretability, and workflow integration of AI-driven insights. Learn about the evolution of Big Data challenges related to equipment volume expansion and discover practical solutions involving CMDB, Observability, and configuration management tools. Understand historical approaches to similar challenges that preceded the Big Data era and how these past experiences inform current solutions in the AI Ops landscape.