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Ryan Moulton's Articles

Tag: statistics

Use Local Linear Regression Instead of a Moving Average

Don’t plot covid numbers with a technique that we know will always be a week behind. It will save lives.

covid, data science, graphs, statistics

Why Deep Learning Works Even Though It Shouldn’t

Why models always get better when they are bigger and deeper, even when the amount of data they consume stays the same or gets smaller.

Machine Learning, math, statistics

MinHashing

Clustering in linear time with a key-value store and a few lines of code.

algorithms, big data, clustering, probability, statistics

Logs, Tails, Long Tails

Learn the shape of the logs of probability distributions, and you’ll be able to guess how they behave.

loss function, modelling, probability, statistics, tails

A Short, Simple Introduction to Information Theory

Information Theory is one of the most useful things for Computer Scientists to understand about statistics, and it’s deeply related to things we do every day. If you are comfortable writing code but sometimes intimidated by math, this should give you an overview of the main concepts in information theory, and hopefully an understanding of why they work.

computer science, information theory, probability, statistics

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