I'm a Machine Learning Engineer and data science professional passionate about leveraging data-driven insights to solve complex problems and deploy ML pipelines. With a strong background in mathematics, machine learning and MLOps, I have successfully created ML models on Itaú Unibanco and my GitHub profile.
I have expertise in:
- Data Science: I have expertise in analyzing large datasets, applying statistical techniques, and building predictive models to extract valuable insights and drive decision-making.
- MLOps: I am specialized in implementing MLOps practices to streamline the development, deployment, and monitoring of machine learning models.
- Machine learning: I have hands-on experience with various machine learning algorithms and frameworks, allowing me to develop robust and accurate models for diverse applications.
- SQL: I am proficient in SQL and have utilized it extensively to extract, transform, and analyze data from relational databases.
I'm enthusiastic about collaborating on data science and machine learning open source projects that involve solving real-world problems. If you have any opportunities or ideas, I would love to hear from you!
- MLFlow to enhance model versioning, tracking, and deployment capabilities, enabling reproducible and scalable machine learning workflows.
- Python programming, including best practices, advanced concepts, and techniques for writing clean and efficient code.
- Machine learning algorithms, model evaluation techniques, and practical tips for building effective models.
- Kedro for scalable and reproducible data pipelines.
- Best practices in MLOps, including model deployment, monitoring, and continuous integration and delivery (CI/CD) pipelines.
- Testing methodologies and frameworks in Python, helping you write robust and reliable code through unit tests, integration tests, and more.
- OOP principles and techniques in Python, including class design and how to use them in the data field.
- Various libraries used in the data lifecycle, such as pandas, NumPy, scikit-learn, and matplotlib.