
AI for Medicine Specialization
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Intermediate
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1. Welcome to the AI for Medicine Specialization
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2. Applications of Computer Vision to Medical Diagnosis
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3. Handling Class Imbalance and Small Training Sets
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4. Checking your Model Performance
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Data
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1. Key Evaluation Metrics
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2. Threshold and Evaluation Metrics
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3. Interpreting Confidence Intervals Correctly
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1. Exploring MRI Data
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2. Image Segmentation
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Extract a Sub Section
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U-Net Model
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3. Practical Considerations
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4. Summary of AI for Medical Diagnosis
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1. Introduction to Prognostic models
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2. What is the Risk of Getting a Disease?
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3. Prognostic Models in Medical Practice
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4. Representing Feature Interactions
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5. Evaluating Prognostic Models
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1. Tree-base Models
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2. Identifying Missing Data
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3. Using Imputation to Handle Missing Data
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1. Survival Estimates
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2. Time to Event Data
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3. Estimate Survival with Censored Data
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Counting Patients
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Kaplan Meier
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1. Survival and Hazard Functions
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2. Customizing Risk Models to Individual Patients
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3. Non-linear Risk Models with Survival Trees
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4. Evaluate Survival Models
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1. Introduction
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2. Randomized Control Trials
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3. Average Treatment Effect
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4. Evaluate Individualized Treatment Effect
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1. Question Answering
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2. Automatic Labeling
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3. Evaluate Automatic Labeling
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1. Feature Importance
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2. Individual Feature Importance
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3. Interpreting Deep Learning Models
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Data
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