AI for Medicine

AI for Medicine Specialization

• AI for Medical Diagnosis
  • Week-1
    • Chest X-Ray Diagnosis
  • Week-2
    • Evaluation of Diagnostic Models
  • Week-3
    • Brain Tumor Auto-Segmentation for MRI
• AI for Medical Prognosis
  • Week-1
    • Using linear risk models & C-index
  • Week-2
    • Risk models
  • Week-3
    • Survival Analysis using non-parametric methods
  • Week-4
    • Cox Proportional Hazards & Random Survival Forests
• AI for Medical Treatment
  • Week-1
    • Estimating Treatment Effect using ML
  • Week-2
    • Natural Language Entity Extraction
  • Week-3
    • ML interpretation - GradCam and feature importance