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Considering a Software Consultant?

Does it sound like I could help your business? Are you looking for a Software Consultant? Or you want Software Architect to help you navigate through some challenges? Or is it just that you love to read about tech topics? I am always looking forward to working with great people and companies, while impacting knowledge. Well, I have great balance in terms of technical and business knowledge.

Systems Thinking in the AI Era

The new question for product and engineering teams For years, many technology organizations were built around specialization. Product managers clarified customer problems, designers shaped the experience, engineers built the system, data scientists measured behavior, and leaders coordinated the machinery. That model worked because the seams between roles were manageable. Work moved from one craft to…

Choosing Simplicity Over Convenience: A Better Way to Build Software

There is a moment every engineer recognizes. The team is close to the end of a sprint. A feature is almost done, the pull request is open, the demo is scheduled, and the remaining work looks small enough to finish before the next standup. Someone notices a shortcut: put the validation in the controller, read…

A 10-Part Machine Learning Journey with scikit-learn

Machine learning can feel like a maze when you first encounter it. One path talks about regression. Another talks about classification. Somewhere nearby are metrics, pipelines, clustering, neural networks, and deep learning. Each topic is useful, but the bigger question is harder: This 10-part series is designed to answer that question. Each article can stand…