- statistics
Finding the best Wordle opening
Applying Python data analysis to determine the optimial wordle opening word and follow ups.
Tutorial Posts
Python, statistics, and machine learning tutorials.
Use the buttons below to filter down.
- snippet
Merging dicts with the union operator
Python 3.9 introduced a new operator to streamline unions.
- snippet
Simple Multiprocessing in Python
Comparing inbuilt solutions to a range of external libraries.
- statistics
Low Poly Art
Low poly art animations using scipy is actually pretty simple
- statistics
Genetic Algorithms 2: Painting Vermeer
A gentle introduction to genetic algorithms by recreating painting classics
- statistics
Genetic Algorithms 1: Starry Night
A gentle introduction to genetic algorithms by recreating painting classics?
- statistics
Linear Regression Regularization Explained
Why do we regularize our linear models? When do we turn this on or off?
- statistics
An Introduction to Gaussian Processes
Welcome to the wonderful world of non-parametric models and kernel functions.
- statistics
Principle Component Analaysis Explained
What is PCA? How does it work? Is the math that bad? How do I use it? All answers lie within!
- statistics
Fuzzy String Matching
Removing the hassle of misspelling from a dataset
- plotting
Visualising Patient Contributions for the CCCC
A visual thank you to our contributing sites
- statistics
Training a Neural Network Embedding Layer with Keras
Using python, Keras and some colours to illustrate encoding as simply as possible
- plotting
Gource - Visualisating Code Contributions
Turn your git log into a fancy video
- statistics
PR vs ROC Curves - Which to Use?
Exploring the difference between the graphs using python.
- statistics
Naive Bayes - Introduction, Assumptions, and Pitfalls
A beginners introduction to Naive Bayes in python.
- statistics
An Introduction to Logistic Regression
A beginners introduction to logistic regression in python.
- plotting
Evolution of US COVID-19 cases
Practise with pandas, python and plotly.
- plotting
Which Big City has the best Weather?
Python Plotting Preferred Weather
- plotting
Plotting US COVID-19 Incidence
A quick redesign of an incidence reporting plot
- environment
Getting started with Boost, Python, and Numpy
After failing to find a tutorial that was actually complete, I decided to make one myself.
- statistics
Monte-Carlo Integration made easy
A practical Python explanation of Monte-Carlo integration
- statistics
A visual tutorial of Inversion Sampling
Efficient inversion sampling explained with Python.
- snippet
One Line Python Singletons
Goodbye boilerplate code, hello an elegant one line solution to get singletons in python
- snippet
Removing Empty Columns
Remove mostly empty columns to clean your data using pandas.
- snippet
Handy Python Decorators
A short example on how to use decorators in your code to provide extra functionality
- snippet
Trivial One Hot Encoding in Python
The most efficient code snippet to one-hot encode columns
- statistics
A visual tutorial of Rejection Sampling
Von Neumann rejection sampling explained with Python and animations.
- statistics
Forward Modelling for Supernova Cosmology
A toy model implementation
- statistics
A/B Test Significance in Python
Using Python to determine just how confident we are in our A/B test results
- plotting
Visualising with Basemap
Plotting DES institutions in a beautiful way
- bayesian
Propagating (non-gaussian) uncertainty
From samples back to model confidence regions
- bayesian
Bayesian Sample Selection Effects
Sample bias and selection effects are the worst. Here's one solution.
- bayesian
Bayesian Linear Regression in Python
A tutorial from creating data to plotting confidence intervals.
- environment
Setting up a scientific python environment
A super short guide to quickly setting up a viable python environment.
- plotting
Additive Blending in Matplotlib
A short tutorial on additive blending using matplotlib and numpy.