by Dr. Owns | Mar 25, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support
0. Introduction Least Squares is used almost everywhere when it comes to numerical optimization and regression tasks in machine learning. It aims at minimizing the Mean Squared Error (MSE) of a given model. Both L1 (sum of absolute values) and L2 (sum of squares)...
by Dr. Owns | Mar 25, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support
In this article, I want to explain precisely what I do as a machine learning engineer. The aim is to help anyone looking to enter the field gain a truthful view of what a machine learning engineer is, how we work, what we do, and what a typical day in life is like. ...
by Dr. Owns | Mar 24, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support
Introduction: Can AI really distinguish dog breeds like human experts? One day while taking a walk, I saw a fluffy white puppy and wondered, Is that a Bichon Frise or a Maltese? No matter how closely I looked, they seemed almost identical. Huskies and Alaskan...
by Dr. Owns | Mar 24, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support
Jupyter AI brings generative AI capabilities right into the Jupyter interface. Having a local AI assistant ensures privacy, reduces latency, and provides offline functionality, making it a powerful tool for developers. In this article, we’ll learn how to set up a...
by Dr. Owns | Mar 21, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support
In a previous article on organizing for AI (link), we looked at how the interplay between three key dimensions — ownership of outcomes, outsourcing of staff, and the geographical proximity of team members — can yield a variety of organizational archetypes for...
by Dr. Owns | Mar 21, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support
In today’s world, the reliability of data solutions is everything. When we build dashboards and reports, one expects that the numbers reflected there are correct and up-to-date. Based on these numbers, insights are drawn and actions are taken. For any unforeseen...