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The Automation Trap: Why Low-Code AI Models Fail When You Scale

The Automation Trap: Why Low-Code AI Models Fail When You Scale

by Dr. Owns | May 16, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

In the beginning, building Machine Learning models was a skill only data scientists with knowledge of Python could master. However, low-code AI platforms have made things much easier now. Anyone can now directly make a model, link it to data, and publish it as a web...
Agentic AI 102: Guardrails and Agent Evaluation

Agentic AI 102: Guardrails and Agent Evaluation

by Dr. Owns | May 16, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

Introduction In the first post of this series (Agentic AI 101: Starting Your Journey Building AI Agents), we talked about the fundamentals of creating AI Agents and introduced concepts like reasoning, memory, and tools. Of course, that first post touched only the...
Google’s AlphaEvolve Is Evolving New Algorithms — And It Could Be a Game Changer

Google’s AlphaEvolve Is Evolving New Algorithms — And It Could Be a Game Changer

by Dr. Owns | May 15, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

AlphaEvolve imagined as a genetic algorithm coupled to a large language model. Picture created by the author using various tools including Dall-E3 via ChatGPT. Large Language Models have undeniably revolutionized how many of us approach coding, but they’re often more...
Understanding Random Forest using Python (scikit-learn)

Understanding Random Forest using Python (scikit-learn)

by Dr. Owns | May 15, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

Decision trees are a popular supervised learning algorithm with benefits that include being able to be used for both regression and classification as well as being easy to interpret. However, decision trees aren’t the most performant algorithm and are prone to...
How to Learn the Math Needed for Machine Learning

How to Learn the Math Needed for Machine Learning

by Dr. Owns | May 15, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

Maths can be a scary topic for people. Many of you want to work in machine learning, but the maths skills needed may seem overwhelming. I am here to tell you that it’s nowhere as intimidating as you may think and to give you a roadmap, resources, and advice on how to...
How To Build a Benchmark for Your Models

How To Build a Benchmark for Your Models

by Dr. Owns | May 15, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

I’ve been working as a data science consultant for the past three years, and I’ve had the opportunity to work on multiple projects across various industries. Yet, I noticed one common denominator among most of the clients I worked with: They rarely have a clear idea...
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