Blogs

Exploration of Bayesian Regression

Blog post that discusses the limitations of ordinary least squares (OLS) linear regression and motivates the use of Bayesian regression.

Credit Card Fraud Prediction

A step-by-step walkthrough of a credit card fraud detection project, covering exploratory data analysis, PCA for feature selection, and a logistic regression model optimized to minimize false negatives while maintaining accuracy.

Random Forest Voting Methods

A case study on different voting methods for aggregating predictions in a Random Forest classifier such as majority voting, weighted voting and ranked voting.

Naive Bayes Questions & Answers

A series of questions about Naive Bayes and discovery of their answers through synthetic data.

PDF Resources

Open the ethics blog as a PDF.

ethics-blog.pdf