/PORTFOLIO — 2026
Camelia
Samuila
ML Data Scientist · Data Analyst
Turning messy data into clear decisions — building production machine learning systems and analytics that teams actually use.
0K+
Records analyzed
0
Churn model ROC-AUC
0x
Client attendance boost
0
AWS certifications
/ABOUT
About
/CURRENTLY
Currently working through AWS's Data Engineering curriculum, and building out this portfolio as I go.
/BASED
Remote · Europe
I've always been drawn to finding patterns where others see noise. I'm currently pursuing a Master's in Artificial Intelligence and Data Science at Titu Maiorescu University in Bucharest, and I specialize in the full analytics workflow — from building data extraction pipelines in Python and SQL to training predictive models with scikit-learn. I'm energized by translating complex datasets into clear, actionable insights.
/WRITING
Notes
/Short write-ups on the decisions behind selected projects
Why I picked Random Forest over XGBoost for the churn model
On a 10K-row dataset, interpretability won out over squeezing extra points of AUC — here's the reasoning.
Read noteBuilding Ether solo: scope discipline over feature count
Shipping a complete iOS app alone on a thesis timeline meant saying no to a backend I didn't need yet.
Read note/TOOLBOX
Skills
/PROGRAMMING
Python
Java
JavaScript
TypeScript
Swift
HTML5/DATA & ML LIBRARIES
pandas
NumPy
scikit-learn
PyTorch
TensorFlow/CLOUD & TOOLS
Jupyter/Colab
Git
GitHub
Docker/CORE CONCEPTS
/TRACK RECORD
Experience
/POSITIONS
Freelance, contract & internship work
Freelance Software Developer
Business Software Client — Invoicing Platform
- Modernizing a legacy PHP/MySQL invoicing platform by migrating its frontend to React while preserving existing backend functionality.
- Collaborating directly with the client's IT manager to scope migration priorities and maintain feature parity throughout the transition.
Freelance Data & Web Developer
Events Industry Client
- Designed and deployed a full-stack website with a public landing page and secure admin portal, streamlining registration and driving a 2x client attendance increase.
- Built the app with Django — server-rendered templates, REST-style JSON endpoints, authentication, file uploads, and a responsive Bootstrap UI.
- Built an interactive admin dashboard visualizing key business metrics, and cleaned a raw dataset for integration into its backend.
Intern, Web Scraping
Peviitor.ro (remote)
- Extracted, cleaned, and structured web data for job listings using Python (BeautifulSoup, Scrapy), optimizing datasets for downstream analysis.
/CREDENTIALS
Certifications
Let's build something
with data.
Contract, full-time, or a quick chat about a data problem — I'd love to hear from you.
Contact me