Projects
A collection of machine learning, NLP, computer vision and sports analytics projects built from real datasets.
ML & Predictive Modelling
Airflight Delay Prediction
End-to-end flight status analysis and prediction using PySpark on large historical datasets, modelling delays, cancellations and other status-related outcomes.
January 17, 2024
ML & Predictive Modelling
Car Evaluation Analysis
Decision Tree algorithm to predict car acceptability based on price, maintenance, doors, boot size and safety rating, using the UCI Car Evaluation Dataset with pre-pruning and visualisation.
August 26, 2023
ML & Predictive Modelling
Cardiovascular Diseases Analysis
Analysis and prediction of heart disease using a dataset of 900+ patients, uncovering patterns to predict cardiovascular risks and support informed medical decisions.
July 01, 2023
Computer Vision & Sports
Football Analysis with Deep Learning
YOLO-powered entity detection in football footage with real-time tracking, 2D map representation and raw data extraction for post-match analytics.
June 12, 2023
NLP & Generative AI
NLTK for Sentiment Analysis
Sentiment classifier built with NLTK's VADER and HuggingFace RoBERTa Transformers, applied to Amazon customer reviews to compare lexicon-based vs. deep-learning approaches.
May 15, 2023
ML & Predictive Modelling
Credit Risk Analysis
Classification model to predict bad loans, helping banks decide whether to approve credit by accounting for risk based on historical applicant data.
April 28, 2023
NLP & Generative AI
GPT-2 Netflix Description Generator
Fine-tuned GPT-2 to generate coherent, contextually relevant Netflix show descriptions, demonstrating auto-regressive language model capabilities on a creative text task.
August 18, 2023
NLP & Generative AI
Chatbot Implementation
Rule-based and ML-driven chatbot built from scratch, capable of understanding user intent and generating contextually appropriate responses.
May 4, 2024
Computer Vision & Sports
EDA — Football Transfer Window (Juventus 2022)
Exploratory data analysis of summer transfer activity across top European leagues, using charts and graphs to answer key questions about transfer spending and trends.
June 14, 2024
ML & Predictive Modelling
EPL Match Prediction 2021–2022
Machine learning model predicting Premier League match winners using time-series data, with a focus on feature engineering, error measurement and iterative performance improvement.
September 22, 2024