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2025 Year in Review
How long is a year?
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PyCon UK 2025 Roundup
I recently attended my first dedicated Python conference - PyCon UK in Manchester.
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The gardener's guide to data analysis
In her book The Gardener and the Carpenter, Alison Gopnik talks about how parents should think of raising children as gardening, not carpentry.
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Learn data science like you would learn jazz
Aspiring analysts want to know how data analysis is done.
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How generalists learn
One of the most common questions I get from students near the end of a data science course is "what next?".
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Why I now call myself a "data generalist"
I'm at an interesting crossroads in my career.
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How to use your impostor syndrome to learn anything
How to use your impostor syndrome to learn anything I have a theory that data science is a field where impostor syndrome is particularly rife, more so than other fields.
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Citizen Data Science
Citizen Data Science This was a popular phrase a few years back.
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Machine Learning Haikus
You know how there are lots of blog posts out there about machine learning algorithms "in plain English"?
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Analysis: Is Alan Davies Getting Better at QI?
This post originally appeared on my blog in 2017 I'm a big fan of the quiz show QI.
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Visualising the Worldwide Win Percentage of the Hungarian National Football Team
This post originally appeared on my blog in 2017 I've often read, and agreed with, the advice that side projects should be solving problems or answering questions that you yourself are interested in.
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The World Map of the 2016 FIFA Awards
This post originally appeared on my blog in 2017 The "Best FIFA Football Awards" took place recently and while the final outcome was not surprising, I've always wanted to know which countries vote for which players.
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Method Chaining in Pandas
When you work with pandas, you'll often perform multiple operations on a DataFrame.
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Visualising Decision Trees in Python
Interpretability is often an important concern with a machine learning algorithm (despite spellcheck telling me it's not even a word).
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SQL For Data Scientists
From what I can tell, the biggest difference between data science curricula and data science job postings is usually knowledge of SQL.
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More on K-means Clustering
In Part 1 I described the k-means clustering algorithm and some of its uses along with a quick Python implementation.
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Introduction to K-means Clustering
This is the first of a two-part post on K-means clustering.
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Turning Jupyter Notebooks into Reusable Scripts
I read an article today called Data Scientists Need More Automation.
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Duck Typing
In an attempt to bridge the gap between the two disciplines of programming and data science I will occasionally talk about programming concepts useful for data scientists, and vice versa.
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How to Connect to Google Sheets in Python
In most data science and machine learning tutorials you typically encounter csv files.
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Markov Chains for Text Generation
Markov chains are a popular way to model sequential data.
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Why You Should Reinvent the Machine Learning Wheel
When you're a data scientist, unless you're in a job that's very research-focused (and likely requires a PhD) you'll mostly be using machine learning algorithms invented anywhere between say 5 and 30 years ago.
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Realistic Machine Learning
As most data scientists quickly realise, there's a difference between the kind of data science you do while learning about it, and the kind you do at a real job.
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"Intuition First" Machine Learning
I read an article on Machine Learning Mastery recently about getting started with machine learning.
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Self-Organising Maps: In Depth
In Part 1, I introduced the concept of Self-Organising Maps (SOMs).
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Self-Organising Maps: An Introduction
Introduction When you learn about machine learning techniques, you usually get a selection of the usual suspects.
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The Junk in Fallout 4 - a Web Scraping Tutorial
This post originally appeared on my blog in 2016 Introduction The Problem A few months ago I was playing one of my favourite games of 2015 - Fallout 4.
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Analysing London House Prices
This post originally appeared on my blog in 2016 Introduction London is expensive.