This talk will focus on the AI and deep learning models and their use in computer vision (image analysis). A case study will be discussed with codes to show the use of CNNs for classifying and predicting images in the medical and health care sector. The presentation will also focus on trends and future expectations of the use of AI and deep learning in the health care industry as well as other affiliated industries.

 
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Outline/Structure of the Case Study

1. AI and Deep learning models in health care

2. Case study: Deep learning use case in health care data

3. Future developments expected in AI use in health care

Learning Outcome

Audience will learn about:

1. How healthcare industry is morphing given the techniques and new developments in deep learning

2. Learn more from a use case that they will be able to apply with their own data and industry

3. What types of trends will be shaping the healthcare industry using complex Convolutional Neural Networks

Target Audience

Health care professionals, AI and ML engineers and data science professionals, deep learning researchers and statisticians

Prerequisites for Attendees

NA

schedule Submitted 4 months ago

Public Feedback

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  • Anoop Kulkarni
    By Anoop Kulkarni  ~  3 months ago
    reply Reply

    Thanks for your proposal. Looks interesting. While healthcare is a big umbrella term, CNNs would cover only those problems in healthcare that depend on image analysis. Is my reading correct? In such a scenario, would it be possible to specifically talk of the problem in the proposal that you intend to solve and not generalize CNNs across healthcare?

    ~anoop

    • Sudipta Dasmohapatra
      By Sudipta Dasmohapatra  ~  2 months ago
      reply Reply

      The talk will be for specific image classification (not generalize the CNN use in healthcare). We are working on classification of images in diabetic retinopathy and will be walking the audience through the image classification code and process specifically related to that dataset. Let me know if you need any other information.

      • Naresh Jain
        By Naresh Jain  ~  2 months ago
        reply Reply

        Hello Sudipta,

        Would it be possible to compress this into a focused 20 mins experience report highlighting the specific problem you solved in the diabetic retinopathy domain using computer vision? We are hoping the attendees can gain valuable insights from your experience. If you agree, please update your proposal.

      • Dr. Vikas Agrawal
        By Dr. Vikas Agrawal  ~  2 months ago
        reply Reply

        Thanks a lot Sudipta!

        Has your work already been published? Have you compared your results with work from Google https://static.googleusercontent.com/media/research.google.com/en//pubs/archive/45732.pdf?

        Warm Regards, Vikas

  • Dr. Vikas Agrawal
    By Dr. Vikas Agrawal  ~  3 months ago
    reply Reply

    Dear Dr. Sudipta: It is great to see your interest in presenting at ODSC 2019. It will be nice if you could please post a video of your previous talks or an introduction to the topic within the proposal as well. Warm Regards, Vikas