If you’re a student or otherwise applying to tech jobs, my hope is that you’ll come away from reading this with a better understanding of what to expect from interview problems. If you’re an interviewer, I’d like to share my thought process and stylistic approach to interviewing, the better to inform others and solicit comments.

This document is designed to be a first-year graduate-level introduction to probabilistic programming. It not only provides a thorough background for anyone wishing to use a probabilistic programming system, but also introduces the techniques needed to design and build these systems. It is aimed at people who have an undergraduate-level understanding of either or, ideally, both probabilistic machine learning and programming languages.

There was a very popular movement in the 1990’s to bring these kinds of tools into the enterprise with so called CASE tools, where enterprise systems could be defined with UML and generated without the need for trained software developers. This involved the concept of ‘round tripping’, where a system could be modelled visually, the program code would be generated from the models, and any changes to the code could be pushed back to the model. These tools failed to deliver on their promises and most of these attempts have now been largely abandoned.

A recent analysis of AWS customers discovered that serverless adoption is growing 2.5x faster than the adoption of server containers. From this, it becomes clear that serverless architecture in cloud computing is a ‘must have’ for companies now and in the future.

For the most part, Have I Been Pwned (HIBP) runs very smoothly, especially given how cheaply I run many parts of the service for. Occasionally though, I screw up and get something wrong that interrupts the otherwise slick operation and results in some outage. Last weekend was one such occasion and I want to explain what I got wrong, how you might get it wrong too and then, of course, how to fix it.

Many healthcare organizations are starting to adopt artificial intelligence (AI) systems to gain deeper insight into operations, patient care, diagnostic imaging, cost savings and so on. However, it can sometimes be daunting to even know where to get started. Many times, you need a clear lighted path to start your journey and embrace AI and machine learning (ML) capabilities rapidly.

Oh no! Not more jargon! What exactly does the term Durable Functions mean? Durable functions have to do with Serverless architectures. It’s an extension of Azure Functions that allow you to write stateful executions in a serverless environment.