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Modern GUI Applications for Computer Vision in Python

Modern GUI Applications for Computer Vision in Python

by Dr. Owns | Apr 30, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

Introduction I’m a huge fan of interactive visualizations. As a computer vision engineer, I deal almost daily with image processing related tasks and more often than not I am iterating on a problem where I need visual feedback to make decisions. Let’s think of a very...
Why Are Convolutional Neural Networks Great For Images?

Why Are Convolutional Neural Networks Great For Images?

by Dr. Owns | Apr 30, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

The Universal Approximation Theorem states that a neural network with a single hidden layer and a nonlinear activation function can approximate any continuous function.  Practical issues aside, such that the number of neurons in this hidden layer would grow enormously...
Beyond Glorified Curve Fitting: Exploring the Probabilistic Foundations of Machine Learning

Beyond Glorified Curve Fitting: Exploring the Probabilistic Foundations of Machine Learning

by Dr. Owns | Apr 30, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

You see a math formula you don’t immediately understand. Your instinct? Stop reading. Don’t. That’s exactly what I told myself when I started reading Probabilistic Machine Learning – An Introduction by Kevin P. Murphy. And it was absolutely worth it. It changed how I...
Reinforcement Learning from One Example?

Reinforcement Learning from One Example?

by Dr. Owns | Apr 30, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

Prompt engineering alone won’t get us to production. Fine-tuning is expensive. And reinforcement learning? That’s been reserved for well-funded labs with massive datasets until now. New research from Microsoft and academic collaborators has overturned that assumption....
Turning Product Data into Strategic Decisions

Turning Product Data into Strategic Decisions

by Dr. Owns | Apr 30, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

What Is Product Analytics and Why It Matters Product Analytics is the process of tracking, analyzing, and interpreting how existing and prospect customers engage with your product. It reveals behavioral patterns, pinpoints friction in the customer journey, and...
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