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The Neural Network

Machine Learning – Discrete Mathematics – Analytical Mathematics – Computer Science and Algorithms

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Bias and Variance and Mean Squared Error

7th Mar 2021 · Leave a comment ·

So, it’s been a while. The past months of my life have been an absolute whirlwind to say the least and updating this site has just not managed to squeeze … Continue reading Bias and Variance and Mean Squared Error

Something Cool about Everything

21st Jan 20217th Mar 2021 · Leave a comment ·

Did you know that everything can be decomposed into a vector? In theory of course. If we were to consider any abstract object or concept, it would be a combination … Continue reading Something Cool about Everything

Least Squares Regression and the Sum of Squared Residuals

12th Oct 202021st Jan 2021 · Leave a comment ·

First things first. Technically, I should have written about this before Gradient Descent as Least Squares was the original technique used to find the optimal equation of a linear model … Continue reading Least Squares Regression and the Sum of Squared Residuals

Announcement!

9th Oct 202012th Oct 2020 · Leave a comment ·

Okay, it’s been a while since I’ve posted. I’ll attest this primarily to my exams at the end of July and further class tests before my IB predicted grades came … Continue reading Announcement!

Deep Learning Libraries – PyTorch Vs Tensorflow 2.0

30th Jun 202012th Oct 2020 · Leave a comment ·

Before anyone says anything. Yes, I know there are others – Theano for example – but this article is going to focus on the two big players in this space. … Continue reading Deep Learning Libraries – PyTorch Vs Tensorflow 2.0

Artificial Intelligence by Michael Wooldridge

24th Jun 202030th Jun 2020 · Leave a comment ·

The title of this article is ripped straight from the book “Artificial Intelligence” by Michael Wooldridge which is what I am going to be discussing in the article today. This … Continue reading Artificial Intelligence by Michael Wooldridge

Convolutional Neural Networks

15th Jun 202024th Jun 2020 · Leave a comment ·

First thing I noticed while writing this article is the red underline on convolutional – which really should not be there by now. Convolutional Neural Networks (or CNN’s) are a … Continue reading Convolutional Neural Networks

The IMX500 Artificial Intelligence Chip

10th Jun 202015th Jun 2020 · Leave a comment ·

A different sort of article today – a little update on the applications of artificial intelligence and more specifically deep learning in the real world. The IMX500 is a joint … Continue reading The IMX500 Artificial Intelligence Chip

Gradient Descent, Optimizers, and How a Neural Network ‘Learns’

6th Jun 202010th Jun 2020 · 2 Comments ·

To start off, all three of the above are the same. A Neural Network ‘learns’ by means of its optimizer, and all optimizers are versions of and different implementations of … Continue reading Gradient Descent, Optimizers, and How a Neural Network ‘Learns’

Artificial Neural Networks

1st Jun 20206th Jun 2020 · 2 Comments ·

Now here is where things are starting to get amped up. Artificial Neural Networks are the most basic of Neural Network models, implementing layers of artificial neurons (read about them … Continue reading Artificial Neural Networks

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