/AI-For-Medicine-Specialization

I have completed this specialization from Coursera by deeplearning.ai. I have uploaded the solutions of the assignments in this repo.

Primary LanguageJupyter Notebook

AI for Medicine Specialization

I have completed this specialization 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 many things ,such as: 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

Certificate

  • 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

Certificate

  • AI for Medical Treatment
    • Week 1
      • Estimating Treatment Effect Using Machine Learning
    • Week 2
      • Natural Language Entity Extraction
    • Week 3
      • ML Interpretation

Certificate

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