zhang-guodong / AI-for-Medicine-Specialization

My solutions to Quizzes and Programming Assignments of the specialization.

AI for Medicine Specialization

My solutions to Quizzes and Programming Assignments of the specialization.

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• Course 1: AI for Medical Diagnosis

  • Week 1

    • Quiz: Disease detection with computer vision

    • Programming Assignment: Chest X-Ray Medical Diagnosis with Deep Learning

  • Week 2

    • Quiz: Evaluating machine learning models

    • Programming Assignment: Evaluation of Diagnostic Models

  • Week 3

    • Quiz: Segmentation on medical images

    • Programming Assignment: Brain Tumor Auto-Segmentation for Magnetic Resonance Imaging (MRI)

• Course 2: AI for Medical Prognosis

  • Week 1

    • Quiz

    • Programming Assignment: Build and Evaluate a Linear Risk model

  • Week 2

    • Quiz

    • Programming Assignment: Risk Models Using Tree-based Models

  • Week 3

    • Quiz

    • Programming Assignment: Survival Estimates that Varies with Time

  • Week 4

    • Quiz

    • Programming Assignment: Cox Proportional Hazards and Random Survival Forests

• Course 3: AI for Medical Treatment

  • Week 1

    • Quiz: Measuring Treatment Effects

    • Programming Assignment: Estimating Treatment Effect Using Machine Learning

  • Week 2

    • Quiz: Information Extraction with NLP

    • Programming Assignment: Natural Language Entity Extraction

  • Week 3

    • Quiz: ML Interpretation

    • Programming Assignment: ML Interpretation