https://github.com/codeamt/ai4m

Learnings from deeplearning.ai's AI for Medicine specialization.
https://github.com/codeamt/ai4m

Last synced: about 2 months ago
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Learnings from deeplearning.ai's AI for Medicine specialization.

• Host: GitHub
• URL: https://github.com/codeamt/ai4m
• Owner: codeamt
• Created: 2020-07-06T17:32:01.000Z (over 4 years ago)
• Default Branch: master
• Last Pushed: 2020-07-07T04:04:09.000Z (over 4 years ago)
• Last Synced: 2023-10-20T04:52:14.077Z (about 1 year ago)
• Language: Jupyter Notebook
• Homepage:
• Size: 63 MB
• Stars: 2
• Watchers: 2
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

        
# AI for Medicine Specialization

### offered online on Coursera by deeplearning.ai

This specialization offered by deeplearning.ai focuses on applying machine and deep learning techniques to solve Medical problems, specifically in the key areas of ***Medical Diagnosis***, ***Medical Prognosis***, and ***Medical Treatment***.




  Skills

  Learning Objectives

  

    


      
Image Segmentation

      
Time-to-event Modeling
 

      
Treatment effect estimation
 

      
Natural language extraction
 

      
Risk/Hazard Modeling

    
 

  

  

    


    
Diagnose diseases from x-rays and 3D MRI brain images
 

    
Predict patient survival rates more accurately using tree-based models
  

    
Estimate treatment effects on patients using data from randomized trials
 

    
Automate the task of labeling medical datasets using natural language processing

    

  


## Courses

- [AI for Medical Diagnosis](https://github.com/codeamt/AI4M/blob/master/AI%20for%20Medical%20Diagnosis/README.md)

- [AI for Medical Prognosis](https://github.com/codeamt/AI4M/blob/master/AI%20for%20Medical%20Prognosis%20/README.md)

- [AI for Medical Treatment](https://github.com/codeamt/AI4M/blob/master/AI%20for%20Medical%20Treatment/README.md)