Multi-horizon Machine Learning for Population-Level Hypertension Risk Stratification in the UK Biobank
European Heart Journal – Digital Health
I work as a Data Science Researcher
I'm a PhD researcher at Liverpool John Moores University, working on personalised prediction of hypertension risk using AI. The work draws on UK Biobank data, machine learning, deep learning and explainable AI, with ongoing work on causal discovery. Sponsored under the LJMU Thematic Doctoral Pathway. My wider background spans research, software quality assurance, and customer engagement. Apart from code, I sing, listen to a lot of music and follow sports.
Day-to-day tools I reach for when working with data.
Selected peer-reviewed work. The full list is on the publications page.
European Heart Journal – Digital Health
Computers in Biology and Medicine, Vol. 196, Article 110718, 2025
DOI: 10.1016/j.compbiomed.2025.110718A flat view of my projects. Tap a filter to narrow by language, technique or domain. Multiple filters add up.
Showing all 11 projects.
MSc · Research
Supervised ML to predict stair falls using biomechanical data with SMOTE, GAN oversampling, XGBoost & SHAP for interpretability.
Deep Learning
Recognising six daily activities from time-series sensor data, comparing classical models with CNNs and deep networks.
Neural Nets
Neural-network approach to income prediction with feature importance to surface the drivers behind each forecast.
EDA
Exploratory analysis of Netflix's catalogue to surface content-strategy and growth opportunities by geography.
UCI Dataset
Visual analysis of which oxides in glass best predict refractive index and glass type, using the UCI dataset.
Climate
How air and sea-temperature variations across the equatorial Pacific depend on buoy position, using oceanographic data.
Regression
Identifying which features drive vehicle price and whether the price can be predicted from a planned feature set.
Healthcare
Survival-analysis techniques applied to UCI heart-failure records to find which features most affect survival.
E-Commerce
SQL deep-dive across 100k+ Olist orders covering customer behaviour, seller performance and delivery patterns.
Hand-gesture recognition with Kinect 2.0 using HOG features and an SVM classifier in Processing. MSc dissertation project.
Predicting Indian movie success from box-office data and social-media features using data-mining techniques. Final-year BTech project at NIT Goa.
Short reads on data, analytics, and the curious shape of information.
Using advanced MS Excel features (pivot tables, formulas, what-if analyses) to answer business problems on the IPL dataset.
Read on Medium → EssayA high-level overview of data, databases, analysis and big data. It builds the mental model to navigate the modern data deluge.
Read on Medium →A path through computer science, advanced studies and data science. Now researching hypertension risk factors at the PhD level.
Liverpool John Moores University, U.K · Feb 2024 – Present
"Personalised Prediction of Hypertension Risk Using AI", drawing on UK Biobank data, machine learning, deep learning and explainable AI, with ongoing work on causal discovery. Sponsored under the LJMU Thematic Doctoral Pathway.
Liverpool John Moores University, U.K · Sep 2022 – Oct 2023
Liverpool John Moores University, U.K · Sep 2016 – Oct 2017
National Institute of Technology Goa, India · Jul 2011 – May 2015
A timeline of the roles, organisations and people who've shaped how I work today.
Hover or tap a role to see what it involved.
Unitemps : Liverpool John Moores University
Liverpool, U.K more
Unitemps : Liverpool John Moores University · School of Sports & Exercise Sciences
Liverpool, U.K more
Liverpool John Moores University · LJMU Thematic Doctoral Pathway
Liverpool, U.K more
Unitemps : Liverpool John Moores University
Liverpool, U.K more
University of Liverpool · Cystic Fibrosis Antimicrobial Resistance Prediction
Liverpool, U.K more
Unitemps : Liverpool John Moores University · School of Sports & Exercise Sciences
Liverpool, U.K more
Unitemps : Liverpool John Moores University
Liverpool, U.K more
Sole Proprietorship · Akhil A. Naik
Ponda, Goa, India more
Open Destinations Infotech Pvt Ltd
Panaji, Goa, India more
The Contact Company (Abacus Outsource Ltd)
Birkenhead, U.K more
Honours and recognitions from along the way.
Unitemps : Liverpool John Moores University
Awarded for MSc Data Science and MSc Advanced Computer Studies, Liverpool John Moores University
PhD Computer Science, Liverpool John Moores University Thematic Doctoral Pathway
For contributions as Software Test Consultant at Open Destinations Infotech Pvt Ltd
Got a project, a question, or just want to chat about data? Drop a message. I read every one.