Projects

R Weekly Chatbot

This project demonstrates how to build an AI-powered chatbot that answers questions about the R Weekly Highlights podcast content using Retrieval Augmented Generation (RAG).

GenAINLPShiny

Talk to my Lime Bike Data

Embeds a GenAI chat experience within a dashboard to filter and interact with the data, as well as generating insights.

GenAIData Viz.Dashboarding

NBA Shot Prediction - Stephen Curry

Predicting whether Stephen Curry will make a shot given he attempts one, using XGBoost.

Machine LearningSports AnalyticsClassificationXGBoost

Player Valuation Dashboard

Communicating findings from the football player valuation project to non-technical audiences.

Data VisualisationAnalyticsDashboardingML Interpretability

Predicting Simpson Episode Ratings

Incorporating LLM capabilities into a data science workflow using the tidytuesday Simpsons dataset.

GenAIMachine learningXGBoostNLP

Forecasting Food Commodity Prices

Forecasting food commodity prices in Ethiopia using the modeltime framework.

Time series forecastingMachine learningRandom forestXGBoost

Lime Bike Dashboard

Summarises ride patterns and key stats from a Lime bike account.

Data VisualisationAnalyticsData wranglingDashboarding

Customer Lifetime Value

Determining customer lifetime value in the context of a supermarket business.

RFMProbabilistic ModelsMachine LearningMarketing Analytics

Football Analytics - Player Valuation

Applying statistical methods for predictive analytics in a sports context.

Machine LearningRegressionSports AnalyticsModel Diagnostics

Predicting Median Property Value

Predicting property value in the LA county using Geographically Weighted Regression.

Machine LearningRegressionGeographically Weighted Regression

Forecasting NOx levels

Exploring air quality data for the Leeds region in the United Kingdom.

Machine LearningForecastingData Viz.

Predicting Music Genre

Predicting genre from Spotify song data: Underground Rap or Dark Trap?

Machine LearningDimensionality ReductionXGBoost

Predicting Working Status

Analyzing results from the Stack Overflow Developer survey 2022.

Machine LearningLogistic RegressionDecision TreeRandom Forest

Tasteful Inc. Sales

Showcasing how databases and R functionality can go hand in hand to generate insights.

ReportingCommercial ValueData WranglingSQL

Superbowl Commercials Analysis

Analyzing Superbowl commercials from a Tidy Tuesday dataset.

StatisticsData VisualisationD3

Exploring Orange Juice Sales

Exploring Dominick's Grocery Store data to analyze orange juice sales.

StatisticsMarketing ScienceData Wrangling

Sentiment Analysis on Bernie Sanders

Using the Twitter API to scrape and analyze Bernie Sanders tweets.

Machine LearningNLPSentiment AnalysisTwitter API

Predictive Analytics - Spatial Microsimulation

Estimating a population-level dataset of holiday-making behaviours in Leeds.

Machine LearningGeospatial AnalyticsMicrosimulation

Predicting Concrete Strength

Estimating concrete's strength using Artificial Neural Networks.

Machine LearningNeural Networks