Accelerating Development Velocity of Production ML Systems with Docker

Accelerating Development Velocity of Production ML Systems with Docker

Explore the evolution of machine learning systems at Pinterest in this 46-minute conference talk. Gain insights into the company's growth, its use of ML in the home feed ranking model, and the mobile development lifecycle. Learn about crucial decisions in collecting training data, automated training processes, and the implementation of A/B experiments. Discover how Docker Compose and a debug framework enhance development velocity. Conclude with a demonstration and Q&A session to deepen your understanding of production ML systems in a large-scale social media platform.