πŸ‘‹ Welcome to the CDI Model Deployment Guide

Welcome to the Model Deployment domain of the Complex Data Insights (CDI) Q&A series β€” where your machine learning models take their final and most impactful step: into the real world.

In this guide, you’ll follow a complete, hands-on journey:

  • 🧠 Train and evaluate models
  • βš™οΈ Serve models with FastAPI
  • πŸ“‘ Test endpoints via Swagger UI
  • πŸ“¦ Package with Docker
  • πŸ–₯️ Integrate with Streamlit or Gradio
  • 🌍 Prepare for cloud deployment

Whether you’re a developer, researcher, or educator, this Q&A-driven guide will help you:

  • Save and reuse machine learning models effectively
  • Build, test, and scale model APIs with confidence
  • Interpret predictions with meaningful context
  • Generalize your deployment flow for any project or platform

We’ll start from the fundamentals and go all the way to production β€” one Q&A at a time.


Let’s bring your models to life. πŸ”§πŸ“ŠπŸ§