Machine learning (ML)/artificial intelligence (AI) overview

In this chapter, we will address the best practices for classic machine learning (ML) operationalization and more advanced deep learning (DL) and generative AI (GenAI) requirements. This technology field is evolving rapidly! It is an uncomfortable proposition to try to future-proof your engineering designs on the shifting sands of developing reliable, high-performing solutions based on probabilities and fuzzy logic. You will always feel uncomfortable as a result. Get used to it. But what you can feel comfortable with is your ability to know the constants and build accordingly. Since change is going to be your constant, accept that as it is and build accordingly. What does not change is that the truth within a subject matter area that begins as a hypothesis over gathered facts is proven over time, and elevated as a truth within a domain of knowledge. This progression is what your data factory has created if you have taken the...