Getting Started with Machine Learning
Using system thinking principles to guide your machine learning experiments allows you to maintain a deeper understanding of the elements that influence intelligent systems and will aid in avoiding the common pitfalls of machine learning projects.
Join me on O’Reilly’s Online Learning platform, Safari, for a hands-on introduction to machine learning. You’ll explore scalable project workflows and common pitfalls and walk through the steps for developing and deploying production-ready machine learning solutions. Throughout the course, I will incorporate systems thinking principles as a foundation for improving algorithmic performance, providing a deeper understanding of the assumptions and elements (systems) that will influence (train) your models. This hybrid approach integrating machine learning with systems thinking improves a project’s effectiveness and ultimately supports the goal of developing machine learning solutions that make a positive impact in the areas that matter.
Each course will feature a different use case. See below for course details and registration information.