Aspiring Data Scientist
Mbewukazi
Nozipho
Ngqukuvana.
Beyond the data, there are endless possibilities.
I'm passionate about understanding how things work and discovering what technology makes possible. What fascinates me most about coding is the freedom to create, experiment and bring ideas to life. I'm driven by the belief that code can turn imagination into something real.

01 / About
A little about me.
I'm an aspiring Data Scientist with a Higher Certificate in Software Development, currently in my second year of studying Data Science. My interests include Machine Learning, Artificial Intelligence, Generative AI and Web Development.
02 / Technical Skills
My technical toolkit.
A growing collection of technologies and concepts I've developed through personal projects, academic coursework and independent exploration.
01
Programming & Web Development
Technologies applied in personal projects.
02
Data Science & Analysis
Foundational skills developed through coursework and practice.
03
Machine Learning
Concepts explored through learning exercises.
04
Development Tools
Tools used to build and manage projects.
03 / Selected Work
Projects & explorations.
A collection of ideas, experiments and applications I'm developing as I explore data science and software engineering.

Web Development · Personalisation
01The Wigology
A personalised hair discovery and customisation platform, evolving from a published Python and Streamlit prototype into a full Next.js website.
Machine Learning
Response A
Response B
Predicting human response preferences.
Machine Learning · NLP
02AI Response Preference Predictor
A planned machine learning project exploring how to predict human preferences between AI-generated responses.