MedML Training Dashboard

A FastAPI web dashboard for managing medical image classification workflows on AWS. Provides a UI for data ingestion, model training (local and SageMaker), and deployment.

Contents

• Getting Started
  • Prerequisites
  • ⚠️ Medical AI Safety Notice
  • Installation
  • Quick Setup
  • Configuration
  • First Launch
  • Initial Setup
  • Docker Setup
  • Quick Start Workflow
  • Next Steps
  • Troubleshooting
• Configuration
  • 1. Environment Files
  • 2. General Config (.env)
  • 3. Account-Specific Config (.env.local)
  • 4. AWS Credentials
  • 5. Runtime Config API
  • 6. Docker Configuration
  • 7. SageMaker IAM Role
  • 8. ECR Repositories
  • Quick Reference
• MedML Training Dashboard — User Guide
  • Training Guide
  • Deployment Guide
  • Inference Guide
  • Evaluation Guide
  • Monitoring Guide
  • Fairness Analysis Guide
  • Report Generation Guide
  • Prerequisites
  • Sections
  • Typical Workflow
• API Reference
  • GET /api/config
  • GET /health
  • /api/aws — AWS Credentials & S3 Browsing
  • /api/training — Models, Training Jobs, SageMaker
  • /api/deployment — SageMaker Endpoint Deployment
  • /api/inference — Real-time Endpoint Invocation
  • /api/evaluation — Endpoint Evaluation via Processing Jobs
  • /api/monitoring — SageMaker Model Monitor
  • /api/fairness — Demographic Analysis
  • /api/report — Paper / Report Generation
• Deployment Guide
  • Prerequisites
  • Docker Image Architecture
  • ECR Repository Setup
  • Base Image Authentication
  • Base Image Selection
  • Building Training Images
  • Building Inference Images
  • Deploying the Dashboard
  • Transferring to Another Machine
  • Troubleshooting
• Custom Model Workflow
  • What You Provide (Zip File)
  • The Key Contract: model_def.py
  • MODELS Dict Fields
  • Step-by-Step Workflow
  • Optional Files
  • What You Don’t Need to Worry About
  • Data Format Requirements
  • Validation
  • Example: Adding a 3D ResNet for Classification
• Development Guide
  • Project Structure
  • Code Conventions
  • Adding a New Model Architecture
  • Adding a New API Endpoint
  • Testing
  • Security
  • Common Development Tasks

Indices and tables

• Index

• Module Index

• Search Page