Creating Great AI Products: The Rules
Explore foundational rules and practical best practices to lead teams in creating great AI products. Understand the right timing for using machine learning, building and testing ML pipelines, feature engineering, monitoring, and optimizing models. This lesson equips you to develop AI systems that are simple, maintainable, and aligned with product goals.
Rules of machine learning: Best practices for ML engineering
Google has made public a document sharing their best practices in ML engineering. Everyone working on creating smart products should know these best practices because there is no need to reinvent the wheel; we should listen to the experts and learn from the principles of those who have mastered their craft by being on the battlefield time and time again.
“Do machine learning like the great engineer you are, not like the great machine learning expert you aren’t.” [cit. Google] ...