AI for Medicine Specialization

This specialization course is from Coursera by deeplearning.ai. This specialization consists of 3 courses.

1. AI for Medical Diagnosis,
2. AI for Medical Prognosis and
3. AI for Medical Treatment. I have learned Diagnosing diseases from x-rays and 3D MRI brain images,Predicting patient survival rates more accurately using tree-based models,Estimating treatment effects on patients using data from randomized trials , Automating the task of labeling medical datasets using natural language processing etc.

• AI for Medical Diagnosis

  • Week 1
    • Chest X-Ray Medical Diagnosis with Deep Learning
  • Week 2
    • Evaluation of Diagnostic Models
  • Week 3
    • Brain Tumor Auto-Segmentation for 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
    • Estimating Treatment Effect Using Machine Learning
  • Week 2
    • Natural Language Entity Extraction
  • Week 3
    • ML Interpretation

Certificate