Practical Python, machine learning and data analysis projects, supported by a broad background in digital technology and technical problem solving.
I am building a portfolio focused on Python, data analysis and machine learning. My current work includes practical Python programming projects, supervised machine learning model comparison, and ongoing development in Excel, data analysis and modern analytical tools.
My background is not limited to one area of computing. Before focusing on data and Python, I built a broad digital technology background through WordPress website creation, SEO, Google Ads, media editing, audio/video restoration, digital content work and administrative experience.
This combination gives me a practical way of thinking: I enjoy understanding how systems work, organising information clearly, solving technical problems, and turning ideas into working digital projects.
Current Focus
I am currently developing my skills and portfolio in:
- Python programming
- Machine learning
- Data analysis
- Excel and spreadsheet-based analysis
- Data visualisation
- Technical project documentation
- GitHub portfolio development
My aim is to combine my long-standing computer experience with modern data skills and build a strong portfolio for future data analyst and data science opportunities.
Featured Projects
A selection of practical projects demonstrating Python programming, machine learning workflows, technical documentation and problem solving.
MACHINE LEARNING / PYTHON
Supervised Machine Learning Model Comparison
A practical machine learning project comparing supervised learning models across regression and binary classification tasks. The project includes preprocessing, model training, evaluation, hyperparameter tuning, result comparison, visual analysis and practical model selection.
Key skills:
Python · pandas · scikit-learn · model evaluation · data preprocessing · visualisation
PYTHON GAME PROJECT
Snake by Mils3x3
A modular Python desktop game built with Turtle, Pygame audio and Tkinter/CustomTkinter menus. The project includes difficulty levels, a lives system, multilingual support, animated countdown, collision handling, scoring, level progression and layered music.
Key skills:
Python · Turtle · Pygame · Tkinter · CustomTkinter · modular programming · debugging
Digital Technology Background
Although my current portfolio is focused on Python, data analysis and machine learning, my earlier experience gave me a strong practical foundation in digital technology.
Over the years, I have worked with WordPress websites, SEO, Google Ads, image editing, video editing, audio editing, media restoration, digital content creation and administrative systems. I have been using computers actively since 1996, and this long-term experience helps me approach new technical challenges with confidence and flexibility.
My older digital work is not the main focus of this portfolio, but the experience behind it is highly relevant to the way I work today.
What I Am Working Towards
My goal is to move further into data analysis, Python development and machine learning. I am continuing to improve my skills through practical projects, certification preparation, GitHub documentation and hands-on learning.
This portfolio is a record of that progress and a place to present the projects, skills and technical experience I am building.