01 Intermediate · 8 weeks
Python for data science
Data analysis, visualization and predictive modeling with Python, Pandas, scikit-learn and LightGBM. Real cases on cultural consumption and SHAP interpretability, the foundation of the paper published in Emerald.
- Pandas + numpy + matplotlib
- scikit-learn pipelines
- LightGBM and XGBoost
- SHAP for interpretability
02 Beginner to intermediate · 10 weeks
Modern web development
Next.js 15, Astro 4 and TypeScript to build professional web applications. Real projects based on aGo lab production stack.
- React + TypeScript
- Next.js 15 SSG/SSR
- Astro 4 islands
- Tailwind and CSS tokens
03 Advanced · 12 weeks
Applied machine learning
From notebook models to production systems. Rigorous validation, interpretability, FastAPI/Django deployment and monitoring.
- Boosting + interpretability
- Robust cross-validation
- FastAPI/Django deploy
- Monitoring and drift
04 Intermediate · 6 weeks
Automation with Python
Business process automation, ethical web scraping, API integration, Celery-based flows and 24/7 orchestration.
- Ethical web scraping
- REST API integration
- Celery + Redis
- Logging and alerts