Hi Shantam,
You're working on an important area but also one that is fairly crowded with other researchers. I highly recommend using arXiv to download papers on the subject and to look at the many similar apps that have already been published. Also, as you're working to understand how ML might work, checkout the ISIC Archive of dermoscopy images as a starting place if you haven't already.
One of the real problems in this area is the lack of data. This is especially true of disparate skin types. Most images are skin types I - II, with some III (i.e. lighter skinned). Another problem, which has been true for over 30 years of work in this area, is trying to answer the wrong problem. People often try to detect melanoma (the deadly skin cancer) vs. "benign nevi" but in the real world, people will take pictures of rashes, pimples, etc. If the classifier hasn't seen those during training, there is a good chance it will misclassify them which has potentially grave consequences both for the person and for the increased burden on the healthcare industry.
Finally, look into what you'll need to do regarding FDA approval. Any kind of medical recommendation will require some expensive and time-consuming studies to prove effectiveness, etc. One approach that is gaining popularity is to simply show users "similar" images that have known (pathology-confirmed) outcomes and letting them decide what course of action to take.
Good luck with your efforts,
--Tracy
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Tracy Petrie
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Original Message:
Sent: Thu February 13, 2020 12:32 PM
From: shantam sultania
Subject: How can Artificial Intelligence help Healthcare - Health and AI
AI indeed is changing the viewpoint of many in the field of Health Care
just a brief of a project which I am trying to build called Skin Buddy
a mobile application where people can use their phone camera to scan the area of the infected reason of the body and can get a detailed report on what it is and possible solutions
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shantam sultania
Original Message:
Sent: Fri February 07, 2020 08:13 PM
From: Alisson Kalel
Subject: How can Artificial Intelligence help Healthcare - Health and AI
One of the most noble application of AI is health, in my opinion. That's what brought me to change are in the IT world.
I have already seen several amazing projects out there. But i would like you to "hear" from you all. Just use your imagination and tell your possible ideas when it comes to AI and Health.
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Alisson Kalel
Nutrition and Fitness Expert
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#DataandAILearning
#AIandDSSkills
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