Explore MLOps in financial services through this 15-minute conference talk by Michelle Conway from Lloyds Banking Group. Gain insights into accurately forecasting balances and discover the most effective time series packages for this critical task. Master essential techniques for seamlessly deploying models into production environments. Understand the significance of precise forecasting and learn best practices to excel in MLOps within the financial sector. Acquire actionable knowledge to optimize forecasting processes and enhance your MLOps capabilities. Designed for technical practitioners, this talk was presented at the Data Science Festival MayDay event 2024, offering valuable insights for data-driven professionals in the finance industry.