I'm a 7th-semester student at Udinus, passionate about technology, machine learning, and software development. Currently, I'm diving deep into Python for machine learning, including frameworks like TensorFlow, and exploring CI/CD practices for machine learning workflows.
- Machine Learning: Working with TensorFlow to build and train models.
- CI/CD for ML: Setting up pipelines to automate machine learning workflows.
- Python Development: Continually improving my Python skills for building efficient, scalable applications.
- FastAPI ML Pipeline
I'm currently working on a FastAPI project that incorporates various tools and technologies to build a robust machine learning pipeline:
- FastAPI: Backend development for API services.
- DVC (Data Version Control): Managing datasets, models, and experiment tracking.
- MLflow: Model training, versioning, and deployment.
- Prefect: Workflow automation and orchestration.
- Evidently AI: Model performance monitoring and analysis.
- Grafana: Visualization and monitoring of metrics and system performance.
- Vue.js: Building a user-friendly frontend for interacting with the APIs and monitoring dashboards.
