Meta

First Post, An Explication
A solemn oath to the reader… An oath I will surely forget and fail to uphold. Take it as you will
General

First Post, An Explication
A solemn oath to the reader… An oath I will surely forget and fail to uphold. Take it as you will
Mathematics

Quantile Regression and Quantiles of Loss
Mathematics ·Background
If you’ve ever read any papers referring to quantile regression (QR), you undoubtedly have read “MSE yields means, MAE yields medians, and QR yields quantiles”. But what they hell does that even mean? Like not just handwavy bullshit, but really, what does that mean? After all, these are just loss functions and therefore don’t yield anything at all....

Gradient Boosting Seen as Gradient Descent
Mathematics ·Gradient Boosting Seen as Gradient Descent

Let's Cover The Fundamental Group (pt 1)
Mathematics ·Munkres saves the day and explains the fundamental secrets behind the most invariant of groups!

Let's Cover Homotopy (an apologetic revisionary tale)
Mathematics ·Munkres will surely save us our trespasses this once, but NEVER AGAIN!

Let's Cover Homology (pt 1)
Mathematics ·What does topology have to do with data?! And what is this topology thing anyway?

A dirty little ditty on Finite Automata
Mathematics ·A basic yet formal introduction to Finite Automata and how strings act on them.

What's in a language?
The basics of the theory of formal languages
Probability

Probability  A Measure Theoretic Approach
We cover probability from a measure theoretic approach
Statistics

Decomposition of Autoregressive Models
We discuss the decomposition of AR models into components, and how eigenvalues are involved (because they always are).

Markov Chain Monte Carlo
Markov Chain Monte Carlo is a tool for sampling otherwise intractible distributions. In this post, we’ll go through some descriptions, reasoning, and examples therein.

Linear Regression  The Basics
Linear Regression is the bedrock of Machine Learning. We cover the basics therein, some theory involved, and give some relevant examples.
Theoremoftheday

Let's talk Homotopy and Algebra
Theoremoftheday ·Just a little dip into homotopy via the Fundamental Theorem of Algebra
Finance

A little geometric walk down risk model lane
Finance ·Let’s talk about the geometry of risk models