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A Data Scientist’s Guide to Docker Containers

A Data Scientist’s Guide to Docker Containers

by Dr. Owns | Apr 8, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

For a ML model to be useful it needs to run somewhere. This somewhere is most likely not your local machine. A not-so-good model that runs in a production environment is better than a perfect model that never leaves your local machine. However, the production machine...
Unlock the Power of ROC Curves: Intuitive Insights for Better Model Evaluation

Unlock the Power of ROC Curves: Intuitive Insights for Better Model Evaluation

by Dr. Owns | Apr 8, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

We’ve all been in that moment, right? Staring at a chart as if it’s some ancient script, wondering how we’re supposed to make sense of it all. That’s exactly how I felt when I was asked to explain the AUC for the ROC curve at work recently. Though I had a solid...
Circuit Tracing: A Step Closer to Understanding Large Language Models

Circuit Tracing: A Step Closer to Understanding Large Language Models

by Dr. Owns | Apr 8, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

Context Over the years, Transformer-based large language models (LLMs) have made substantial progress across a wide range of tasks evolving from simple information retrieval systems to sophisticated agents capable of coding, writing, conducting research, and much...
Avoiding Costly Mistakes with Uncertainty Quantification for Algorithmic Home Valuations

Avoiding Costly Mistakes with Uncertainty Quantification for Algorithmic Home Valuations

by Dr. Owns | Apr 7, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

When you’re about to buy a home, whether you’re an everyday buyer looking for your dream house or a seasoned property investor, there’s a good chance you’ve encountered automated valuation models, or AVMs. These clever tools use massive datasets filled with past...
How to Optimize your Python Program for Slowness

How to Optimize your Python Program for Slowness

by Dr. Owns | Apr 7, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

Also available: A Rust version of this article. Everyone talks about making Python programs faster [1, 2, 3], but what if we pursue the opposite goal? Let’s explore how to make them slower — absurdly slower. Along the way, we’ll examine the nature of computation, the...
Let’s Call a Spade a Spade: RDF and LPG — Cousins Who Should Learn to Live Together

Let’s Call a Spade a Spade: RDF and LPG — Cousins Who Should Learn to Live Together

by Dr. Owns | Apr 7, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

In recent years, there has been a proliferation of articles, LinkedIn posts, and marketing materials presenting graph data models from different perspectives. This article will refrain from discussing specific products and instead focus solely on the comparison of RDF...
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