door Petra Heck | feb 26, 2025
More and more organizations are building production-ready machine learning systems following the MLOps paradigm. In my recent publication on data engineering for machine learning systems, I argue that AI-based systems cannot exist without data. However, in that...
door Petra Heck | jan 10, 2024
In my previous post, I introduced the quality model depicted in Figure 1. The flower model depicts the AI-related quality properties for AI-enabled systems, on top of the quality properties for software systems as specified by ISO25000. With the advent of foundation...
door Petra Heck | jul 13, 2022
Since AI systems (software systems with a machine learning component in it) are becoming more omnipresent in our daily lives, a lot of discussion is going on, on for example the ethical aspects of such systems. There are many examples of AI systems that take...
door Petra Heck | sep 10, 2021
In my previous post on AI engineering I defined the concepts involved in this new discipline and explained that with the current state of the practice, AI engineers could also be named machine learning (ML) engineers. Burkov (2020) defines ML engineering as a mix...
