AI for Medicine Specialization

AI for Medicine Specialization

• AI for Medical Diagnosis
  • Week 1
    • Data Exploration & Image Pre-Processing
    • Patient Overlap
    • Counting labels and weighted loss function
    • Densenet
    • Chest X-Ray Medical Diagnosis with Deep Learning
  • Week 2
    • Evaluation of Diagnostic Models
  • Week 3
    • Explore MRI data
    • Get a sub section
    • Implement U-Net
    • Brain Tumor Auto-Segmentation for Magnetic Resonance Imaging (MRI)
• AI for Medical Prognosis
  • Week 1
    • Diagnosing Diseases using Linear Risk Models
  • Week 2
    • Risk Models Using Machine Learning
  • Week 3
    • Non-Parametric Estimators for Survival Analysis
  • Week 4
    • Cox Proportional Hazards and Random Survival Forests
• AI For Medical Treatment
  • Week 1
  • Week 2
  • Week 3

Instructors: Pranav Rajpurkar, Bora Uyumazturk, Amirhossein Kiani and Eddy Shyu.

These course materials belong entirely to deeplearning.ai. The solutions are only mine.