- 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
- Data Exploration & Image Pre-Processing
- Week 2
- Evaluation of Diagnostic Models
- 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)
- Explore MRI data
- Week 1
- 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
- Week 1
- AI For Medical Treatment
Instructors: Pranav Rajpurkar, Bora Uyumazturk, Amirhossein Kiani and Eddy Shyu.
These course materials belong entirely to deeplearning.ai. The solutions are only mine.