## Definitely Interesting Matrices

This is a post I've been wanting to write for a while - Quadratic forms and Definite matrices are everywhere in linear algebra and they…

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## Tag: Statistics

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Definitely Interesting Matrices

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Shortest Paths: Dijkstra’s Algorithm

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Word2vec vs Fasttext – A First Look

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ML Classifier Evaluation – A First Look

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Naive and Proud: Introducing the Naive Bayes Algorithm

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Gradient Descent: The Workhorse of Machine Learning

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Why “Gradient” Descent?

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Random Variables and Probability Functions

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“It’s Not Special” – The Best Advice I Ever Had

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Probability – Definitions and Axioms

This is a post I've been wanting to write for a while - Quadratic forms and Definite matrices are everywhere in linear algebra and they…

Introduction I have a startling admission to make. When I was a student, I scoffed at Dijkstra's algorithm - I had paid it no mind…

Introduction Recently, I've had a chance to play with word embedding models. Word embedding models involve taking a text corpus and generating vector representations for…

Once you’ve built a machine learning classifier, the next step is to validate it and see how well it fits the data. This short post…

The Naive Bayes Algorithm is a simple and elegant approach for tackling supervised learning problems in Machine Learning. This post will be a brief introduction…

Continue reading → Naive and Proud: Introducing the Naive Bayes Algorithm

If you’re like me, you’ve heard a lot about Gradient Descent. You’ve heard that it is a foundational algorithm for optimising functions which all self…

Continue reading → Gradient Descent: The Workhorse of Machine Learning

Recently I was thinking about the gradient descent algorithm and I was bothered was one question - Why do we go in the direction of…

In this post I will build on the previous posts related to probability theory - I have defined the main results of probability from axioms…

Continue reading → Random Variables and Probability Functions

Impostor syndrome is a real feeling and I get it at least twice a day with respect to what I do. Sure, I have a…

Continue reading → “It’s Not Special” – The Best Advice I Ever Had

After the last post discussing set theory here, the next logical step is to discuss the concept of probability theory. The theory of probability is…