Floating point numbers and rounding errors - a crash course in Python
Learn how floating point numbers are stored and why it matters.
Multivariate Normal Distributions
A simple explanation and example of the multivariate normal distribution.
Party Planning with Probability
Use probability and simulations to estimate the number of guests that will attend your event!
Unsupervised clustering with mixed categorical and continuous data
A short discussion of methods for clustering mixed datasets of categorical and continuous data.
Deploying machine learning models with Amazon SageMaker or Flask & Heroku
Simple tutorials of how to build and deploy machine learning models with commonly used tools.
Simultaneous feature preprocessing, feature selection, model selection, and hyperparameter tuning in scikit-learn with Pipeline and GridSearchCV
How to easily perform simultaneous feature preprocessing, feature selection, model selection, and hyperparameter tuning in just a few lines of code using Python and scikit-learn.
