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How to Spot and Prevent Model Drift Before it Impacts Your Business

How to Spot and Prevent Model Drift Before it Impacts Your Business

by Dr. Owns | Mar 6, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

Despite the AI hype, many tech companies still rely heavily on machine learning to power critical applications, from personalized recommendations to fraud detection.  I’ve seen firsthand how undetected drifts can result in significant costs — missed fraud detection,...
One-Tailed Vs. Two-Tailed Tests

One-Tailed Vs. Two-Tailed Tests

by Dr. Owns | Mar 5, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

Introduction If you’ve ever analyzed data using built-in t-test functions, such as those in R or SciPy, here’s a question for you: have you ever adjusted the default setting for the alternative hypothesis? If your answer is no—or if you’re not even sure what this...
Kubernetes — Understanding and Utilizing Probes Effectively

Kubernetes — Understanding and Utilizing Probes Effectively

by Dr. Owns | Mar 5, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

Introduction Let’s talk about Kubernetes probes and why they matter in your deployments. When managing production-facing containerized applications, even small optimizations can have enormous benefits. Aiming to reduce deployment times, making your applications better...
Overcome Failing Document Ingestion & RAG Strategies with Agentic Knowledge Distillation

Overcome Failing Document Ingestion & RAG Strategies with Agentic Knowledge Distillation

by Dr. Owns | Mar 5, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

Introduction Many generative AI use cases still revolve around Retrieval Augmented Generation (RAG), yet consistently fall short of user expectations. Despite the growing body of research on RAG improvements and even adding Agents into the process, many solutions...
Generative AI Is Declarative

Generative AI Is Declarative

by Dr. Owns | Mar 5, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

ChatGPT launched in 2022 and kicked off the Generative Ai boom. In the two years since, academics, technologists, and armchair experts have written libraries worth of articles on the technical underpinnings of generative AI and about the potential capabilities of both...
Deep Research by OpenAI: A Practical Test of AI-Powered Literature Review

Deep Research by OpenAI: A Practical Test of AI-Powered Literature Review

by Dr. Owns | Mar 4, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

“Conduct a comprehensive literature review on the state-of-the-art in Machine Learning and energy consumption. […]” With this prompt, I tested the new Deep Research function, which has been integrated into the OpenAI o3 reasoning model since the end of February — and...
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