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Attractors in Neural Network Circuits: Beauty and Chaos

Attractors in Neural Network Circuits: Beauty and Chaos

by Dr. Owns | Mar 25, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

The state space of the first two neuron activations over time follows an attractor. What is one thing in common between memories, oscillating chemical reactions and double pendulums? All these systems have a basin of attraction for possible states, like a magnet that...
Data-Driven March Madness Predictions

Data-Driven March Madness Predictions

by Dr. Owns | Mar 25, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

March Madness is infamously unpredictable, a perfect storm where favorites tumble and underdogs rise to do the impossible. Every March, 64 men’s and 64 women’s College Basketball teams battle for glory, while millions of fans, analysts, and betting markets scramble to...
Testing the Power of Multimodal AI Systems in Reading and Interpreting Photographs, Maps, Charts and More

Testing the Power of Multimodal AI Systems in Reading and Interpreting Photographs, Maps, Charts and More

by Dr. Owns | Mar 25, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

Introduction It’s no news that artificial intelligence has made huge strides in recent years, particularly with the advent of multimodal models that can process and create both text and images, and some very new ones that also process and produce audio and video. I...
A Clear Intro to MCP (Model Context Protocol) with Code Examples

A Clear Intro to MCP (Model Context Protocol) with Code Examples

by Dr. Owns | Mar 25, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

As the race to move AI agents from prototype to production heats up, the need for a standardized way for agents to call tools across different providers is pressing. This transition to a standardized approach to agent tool calling is similar to what we saw with REST...
Least Squares: Where Convenience Meets Optimality

Least Squares: Where Convenience Meets Optimality

by Dr. Owns | Mar 25, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

0. Introduction Least Squares is used almost everywhere when it comes to numerical optimization and regression tasks in machine learning. It aims at minimizing the Mean Squared Error (MSE) of a given model. Both L1 (sum of absolute values) and L2 (sum of squares)...
What Do Machine Learning Engineers Do?

What Do Machine Learning Engineers Do?

by Dr. Owns | Mar 25, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

In this article, I want to explain precisely what I do as a machine learning engineer.  The aim is to help anyone looking to enter the field gain a truthful view of what a machine learning engineer is, how we work, what we do, and what a typical day in life is like. ...
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