There’s a real danger of systematizing the discrimination we have in society [through AI technologies]. What I think we need to do – as we’re…
Deep Learning, Shallow Beauty?
I had an interesting discussion today with a few PhD students from my group. I was reminiscing about how the world of analytics looked before…
Matrix Calculus: The Mathematics of ‘Learning’
Over the years, I’ve worked with talented Data Scientist’s who’s backgrounds weren’t in typical quantitative disciplines, such as mathematics or statistics. I’ve had the privilege of…
Deep Learning? Take a Deep Breath!
Are you planning to jump on the shiny Deep Learning bandwagon? Have you taken a sip of the tasty Deep Learning Kool-Aid? There have been…
Deep Learning – Deeply Limited?
From a mathematical perspective, Deep Learning can effectively be defined as: The application of a set of complex geometric transformations to map the input space…
How to Implement an Artificial Neural Network: An Intuitive Sojourn
The premise of this article is to discuss the intuition behind training an ANN. There will be no maths and no code, just discussion of some of…