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semersonantonio/README.md

Emerson Antonio da Silva

Data Scientist · ML Engineer · AI QA Engineer

LinkedIn Portfolio Email Location


👋 About me

Data Science undergraduate at UNIR (Spain), currently working as AI QA Engineer Intern at ObviousFuture GmbH — a company specialising in secure, on-premise AI systems for enterprise clients across Europe.

I build end-to-end machine learning pipelines and validate AI systems with the same analytical rigour. My most recent project, CardioRisk ML, is a full cardiovascular risk prediction pipeline (10,000 patients · AUC 0.866 · Recall 0.863 at clinical threshold) — available in my Portfolio. I also bring hands-on experience in functional and regression testing of AI-powered products, defect tracking, and cross-functional collaboration with engineering teams.

My background in Sports Science research (UFSC, Brazil) built a strong foundation in statistical analysis and evidence-based decision-making — skills I now apply directly to Data Science and AI quality workflows.

🔍 Open to junior roles in Data Science, Machine Learning, or AI/ML QA · Europe · Remote-friendly


🛠️ Tech Stack

Languages

Python R SQL

ML & Data Science

Scikit-learn XGBoost Pandas NumPy Matplotlib Seaborn SMOTE

BI & Tools

Power BI Git GitHub Jupyter AI QA Testing


💼 Experience

🤖 AI QA Engineer Intern — ObviousFuture GmbH · 2026 – Present · Remote, Spain

Designing and executing 50+ functional, regression, and exploratory test cases for AI-powered enterprise software. Analysing model outputs to detect systematic failure patterns, tracking defects, and collaborating with data science teams to validate AI features prior to production deployment.

🏋️ Head Coach & Operations Coordinator — MoovBox · 2022 – 2024 · Brazil

Designed cardiometabolic programmes using heart rate and performance data; coordinated operations for a team of 6+ coaches; applied evidence-based methodologies to group fitness programming.

🏋️ CrossFit & Performance Coach — RedMob CrossFit · 2015 – 2021 · Brazil

Monitored and interpreted performance metrics for 20+ athletes per class; designed individualised training programmes using biometric data and statistical analysis.


🎓 Education

📘 B.Sc. in Data Science (in progress) — Universidad Internacional de La Rioja (UNIR), Spain · 2025 – Present

📗 Data Science Professional Programme — Data Science Academy · 600+ hours · 2023 – 2025

Machine Learning · Big Data · NLP · Data Engineering · Power BI · Azure ML

📙 B.Sc. in Physical Education (Sports Science) — UFSC, Brazil · 2015 – 2020

Scientific research groups · statistical analysis · peer-reviewed publications


🚀 Portfolio

All projects are organised in the Portfolio repository.

# Project Description Key Result Tech Status
01 🐾 Mexikans Analytics — Demand Forecasting Operational demand forecasting for a veterinary clinic network. EDA, feature engineering and predictive modelling. Business-oriented forecasting models Python, Pandas, Scikit-learn ✅ Complete
02 🫀 CardioRisk ML — Cardiovascular Risk Prediction End-to-end ML pipeline on 10,000 synthetic patients. 8 engineered clinical features, 6 algorithms, SMOTE, threshold optimisation. AUC 0.866 · Recall 0.863 · +25.6% Precision vs baseline Python, Scikit-learn, XGBoost, SMOTE ✅ Complete

🌐 Languages

🇧🇷 Portuguese — Native  |  🇪🇸 Spanish — Fluent (C1)  |  🇬🇧 English — Intermediate (B1, actively improving)


📫 Let's connect

LinkedIn Email Portfolio


Building ML pipelines that work · Validating AI systems that matter · Open to opportunities across Europe

Popular repositories Loading

  1. semersonantonio semersonantonio Public

    👋 GitHub profile README — Junior Data Analyst | AI QA Engineer | Data Science Student

  2. Portfolio Portfolio Public

    Data Science projects: demand forecasting, predictive analytics, and machine learning applied to real-world business problems.

    Jupyter Notebook