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Graph Neural Networks Part 3: How GraphSAGE Handles Changing Graph Structure

Graph Neural Networks Part 3: How GraphSAGE Handles Changing Graph Structure

by Dr. Owns | Apr 1, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

In the previous parts of this series, we looked at Graph Convolutional Networks (GCNs) and Graph Attention Networks (GATs). Both architectures work fine, but they also have some limitations! A big one is that for large graphs, calculating the node representations with...
A Simple Implementation of the Attention Mechanism from Scratch

A Simple Implementation of the Attention Mechanism from Scratch

by Dr. Owns | Mar 31, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

Introduction The Attention Mechanism is often associated with the transformer architecture, but it was already used in RNNs. In Machine Translation or MT (e.g., English-Italian) tasks, when you want to predict the next Italian word, you need your model to focus, or...
Create Your Supply Chain Analytics Portfolio to Land Your Dream Job

Create Your Supply Chain Analytics Portfolio to Land Your Dream Job

by Dr. Owns | Mar 31, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

Supply chains are under pressure like never before. From climate-driven disruptions to geopolitical shifts, businesses must adapt to rising costs, new trade barriers and growing sustainability demands. In this new world where supply chains face uncertainty, Supply...
Understanding the Tech Stack Behind Generative AI

Understanding the Tech Stack Behind Generative AI

by Dr. Owns | Mar 31, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

Understanding the Tech Stack Behind Generative AI When ChatGPT reached the one million user mark within five days and took off faster than any other technology in history, the world began to pay attention to artificial intelligence and AI applications. And so it...
My Learning to Be Hired Again After a Year… Part 2

My Learning to Be Hired Again After a Year… Part 2

by Dr. Owns | Mar 31, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

This is the second part of “My learning to being hired again after a year… Part I”. Hard to believe, but it’s been a full year since I published the first part on TDS. And in that time, something beautiful happened. Every so often, someone would leave a comment,...
The Art of Hybrid Architectures

The Art of Hybrid Architectures

by Dr. Owns | Mar 28, 2025 | Analytics, Artificial Intelligence, Data and Information, Decision Support

In my previous article, I discussed how morphological feature extractors mimic the way biological experts visually assess images. This time, I want to go a step further and explore a new question:Can different architectures complement each other to build an AI that...
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