Data Scientist with a Bachelor's degree from Vila Velha University (UVV), focused on applying analytical solutions and advanced techniques to solve real-world problems and generate value for businesses and organizations.
Implementation of full machine learning pipelines, deployment automation, and integration of DevOps practices for scalable data systems.
Key practices include:
- MLOps Pipelines: Data preprocessing, training, hyperparameter tuning, deployment and monitoring.
- CI/CD for ML: GitHub Actions workflows, automated testing (Pytest), continuous deployment.
- Containerization: Packaging ML applications with Docker for reproducibility and scalability.
Projects:
Real-life applications using supervised and unsupervised learning, neural networks and advanced modeling techniques.
- Credit Risk Web Application
- Churn Analysis
- Recommender System
- Campaign Optimization
- Customer Segmentation
- Time Series Benchmark Project
- Recommender System with PySpark
- Fraud Detection With Deep Learning
- Logistics Web Application
Applications of generative models, fine-tuning, and retrieval-augmented generation techniques.
Causal econometrics and inference methods to support decision-making and policy evaluation.
Identification of patterns, trends, and insights through exploratory techniques.
- Extracting structured/unstructured data
- Automating desktop tasks
- Building ETL processes for analytics and reporting
Projects:
- Python
- R
- SQL
- AWS (ECR + ECS Fargate, EC2, EKS Lambda, S3, CloudWatch)
- Databricks
- PySpark
- Docker
- Airflow
- CI/CD (GitHub Actions)
- MLflow
- Monitoring (Prometheus, Grafana)
- Pytest
- Flask, FastAPI
- Supervised & Unsupervised Learning
- Deep Learning
- Generative AI
- Time Series Modeling
- Causal Inference & Econometrics
- Power BI
- Tableau
- Excel
- Streamlit
- Git, DVC
- Proactivity and endless curiosity
- Critical thinking and adaptability
- Problem-solving
- Teamwork
- Familiarity with agile methodologies
I am seeking opportunities where I can:
- Continuously learn
- Contribute to relevant projects
- Transform data into intelligent and strategic decisions
- LinkedIn: Higor Caetano
- Medium: @higorfct