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Software Engineering
.Net / IIS - Svelte Project Template
We recently published a simple, lightweight project template to help you start building a Svelte SPA (Single Page App) with a .Net backend, all hosted in IIS. Github Link: https://github.com/gatapia/svelte_dotnet…
Modern Enterprise Systems Architecture
The world has changed. Technology has changed. Twenty-five years ago, we did not have the internet. Now, we could not live without it. Enterprise systems used to be large, clunky, expensive, slow, fragile, difficult to…
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PyTorch Implementation of "Unsupervised learning by competing hidden units" MNIST classifier
I recently watched this lecture by Dmitry Krotov and found it very interesting so I thought it would make a good paper to try to reproduce. My original thoughts were that this could potentially solve the adversarial…
Diminishing Returns in Machine Learning Projects
Any machine learning practitioner will tell you that there is a certain point in time where trying to eke out more performance/accuracy from a project seems like more effort than its worth. At PicNet we always suggest…
When is an Organisation Ready to Benefit from Machine Learning
I am told quite frequently that an organisation is not "mature" enough for machine learning. By this, managers usually mean one of the following things items are not at a level deemed adequate: This falls back into the…
How to Work with Machine Learning
A very common problem I find in the industry is senior managers not fully understanding how best to utilize Machine Learning technologies to help their business. A common misconception is that these projects should be…