Data Science Portfolio — Fernandes Macedo Ribeiro
Data Scientist focused on turning data into decisions: exploratory analysis, machine learning, and end-to-end ML pipelines. Below is a selection of projects, certifications, and continuing education that reflect that work.
📫 masedos@gmail.com · LinkedIn · GitHub
Skills
- Languages & tools: Python, SQL, Pandas, NumPy, Scikit-learn, TensorFlow
- Machine Learning: classification, regression, recommendation systems, time series
- Data Engineering & MLOps: Spark, Streamlit, ML pipeline productionization
- Visualization: Matplotlib, data storytelling, dashboards
Artigos
Projects
Recommendation System — The Battle of Neighborhoods
Analyzed the relationship between New York City neighborhoods to recommend the best locations for a Brazilian restaurant. Key findings:
- Greenwich Village (Manhattan), West Village (Manhattan), and Astoria (Queens) are among the best neighborhoods for Brazilian cuisine.
- Manhattan has strong potential for the Brazilian restaurant market.
- Bedford-Stuyvesant ranks last in average rating of Brazilian restaurants.
- Manhattan is the best borough to be in if you prefer Brazilian cuisine.
Report · Notebook
Classification — Titanic: Machine Learning from Disaster
Binary classification problem predicting Titanic passenger survival based on the classic Kaggle competition. Explored feature engineering opportunities across passenger demographics and travel data.
GitHub · Colab
Featured Certifications
- IBM Data Science Professional Certificate — Coursera — Certificate · GitHub
- IBM Machine Learning Professional Certificate — Coursera — Certificate
- IBM Data Analyst Professional Certificate — Coursera — Certificate
- Google Data Analytics Professional Certificate — Coursera — Certificate
Continuing Education
Coursera
IBM via cognitiveclass.ai
Bootcamps — IGTI
Other platforms
- Bertelsmann Data Science Challenge Scholarship — Udacity — Challenge
- Python Fundamentos para Análise de Dados — Data Science Academy — Certificate
- Machine Learning e Data Science com Python de A à Z — Udemy — Certificate
- Desenvolvedor Fullstack Python — Digital Innovation One — Certificate
- Data Analysis with Python: Zero to Pandas — jovian.ml — Certificate · GitHub
- Python para Processamento de Linguagem Natural — USP/ICMC — Certificate · GitHub