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Tag: Python

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28 posts with this tag

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Just enough linear algebra to understand the Minkowski distance

If you had to invent a machine learning algorithm from scratch, what would be some of the ways you'd find patterns in your data? One idea that you might have come up with is to assume that data points that are "close" to each other are similar, and …

Posted on June 7, 2022 • 10 minutes read Read on
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Exploring decision tree modelling with DataSpell

During my years of working as a data scientist, I've tried quite a number of IDEs. When I was primarily working with R, RStudio was a very nice environment to work with, but when I moved to working in Python I hadn't been able to find anything close. …

Posted on December 28, 2021 • 9 minutes read Read on
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Optimising your New Year's sparkling purchase

We're all keen to say goodbye to this awful year, so I imagine most of you want to make the most of your New Year's celebration. While many of us won't be going anywhere, we can at least enjoy a good bottle of sparkling wine at home. In this blog …

Posted on December 30, 2020 • 7 minutes read Read on
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Making beautiful boxplots using plotnine in Python

For the past year and a half, I have been switching gradually from using matplotlib to create graphs in Python to Hassan Kibirige's wonderful port of R's ggplot2, plotnine. When I was first starting to use this package, I found it was quite tricky to …

Posted on September 6, 2020 • 13 minutes read Read on
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Simplifying the normal equation with Gram-Schmidt

In the last post I talked about how to find the coefficients that give us the line of best fit for a OLS regression problem using the normal solution. The core of this approach is the equation: $$ X^TXb = X^Ty $$The way we solved this in the previous …

Posted on July 27, 2020 • 8 minutes read Read on
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