Blog
Long-form write-ups on analytics, quantitative research and automation.
Learning Optimal Pricing with Reinforcement Learning
A technical implementation of the Actor-Critic algorithm to solve dynamic pricing. This project benchmarks RL against theoretical optima to test its effectiveness in combinatorial optimization.
Analysis of State Schools in Scotland: Map of Scotland with Schools
A geospatial project using the Postcodes.io API and Folium to create an interactive map of Scottish schools, visualizing the relationship between pupil density and local deprivation levels.
Analysis of State Schools in Scotland: K-Means Clustering by Deprivation Rate and Pupils Quantity
A data-driven analysis of 2,431 Scottish state schools using K-Means clustering to categorize local authorities by pupil density and SIMD deprivation scores to identify areas requiring NGO support.
Building a Web Crawler using Python
A comprehensive guide to building a functional web crawler in exactly 100 lines of Python code, covering URL success handling, depth thresholds, and data storage.
Web Analytics: Analyzing clickstream of 160,000 visitors
A comprehensive analysis of 160,000 visitor clickstreams using Python. This project evaluates marketing campaign performance by calculating conversion, drop-out, and bounce rates across different traffic sources and platforms.
FIFA23 Players Analysis: k-Means Clustering
An independent project using Python and k-Means clustering to classify over 10,000 FIFA 23 players into distinct performance segments based on Kaggle data.