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
Category: Machine Learning
Least Squares Regression and the Sum of Squared Residuals
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
Artificial Intelligence by Michael Wooldridge
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
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The IMX500 Artificial Intelligence Chip
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
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The Artificial Neuron
Now this is going to be a slightly longer article, so get ready. Neural Networks are built upon our understanding of the human brain, which is a powerful decision making … Continue reading The Artificial Neuron
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Linear Classification Theory
Linear Classification formed the basis for Deep Learning as we know it today. The applications of this simple model laid the foundation for Artificial Neurons from which Neural Networks are … Continue reading Linear Classification Theory
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The NumPy Stack
I recently decided to delve back into the basics and understand more of the theory behind Machine Learning concepts since the first time I was going through courses and materials … Continue reading The NumPy Stack
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Association Rule Mining – Apriori
Apriori is yet another Association Rule Mining (ARM) / Association Rule Learning (ARL) algorithm, like my previous article on Eclat. Apriori is the market standard in ARM algorithms. Based on … Continue reading Association Rule Mining – Apriori
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Association Rule Mining – Eclat
So for my first post on my blog, I thought I’d focus on a technique within Machine Learning which I have a lot of experience in implementing. Association Rule Learning … Continue reading Association Rule Mining – Eclat
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