AI-Powered Chest Disease Detection and Classification

Offered By
In this Guided Project, you will:

Understand the theory and intuition behind transfer learning technique and the state-of-the-art Residual Neural Networks (ResNets).

Build, train, and test ResNets in Keras and Tensorflow to detect and classify chest disease from X-Ray Images.

Perform data visualization and assess trained classifier models performance using various KPIs.

2 hours
Beginner
No download needed
Split-screen video
English
Desktop only

Hello everyone and welcome to this hands-on guided project on Artificial intelligence (AI)-powered chest disease detection and classification. AI has been revolutionizing healthcare and medicine in many areas such as: (1) Medical imagery, (2) Drug research, and (3) Genome development. Deep learning has been proven to be superior in detecting and classifying disease using imagery data. In this case study, we will automate the process of detecting and classifying chest disease from X-Ray images to reduce the cost and time of detection. This guided project is practical and directly applicable to the healthcare industry. You can add this project to your portfolio of projects which is essential for your next job interview.

Skills you will develop

  • Data Manipulation

  • Machine Learning

  • Deep Learning

Learn step-by-step

In a video that plays in a split-screen with your work area, your instructor will walk you through these steps:

  1. Understand the Problem Statement and Business Case

  2. Import Key Libraries and Datasets

  3. Practice Opportunity #1 [Optional]

  4. Perform Data Visualization

  5. Practice Opportunity #2 [Optional]

  6. Visualize ResNets in TensorSpace.JS

  7. Transfer Learning

  8. Practice Opportunity #3 [Optional]

  9. Import Model With Pretrained Weights

  10. Train a ResNet Model with New Datasets

  11. Practice Opportunity #4 [Optional]

  12. Assess Trained ResNet Performance

How Guided Projects work

Your workspace is a cloud desktop right in your browser, no download required

In a split-screen video, your instructor guides you step-by-step

Frequently Asked Questions

By purchasing a Guided Project, you'll get everything you need to complete the Guided Project including access to a cloud desktop workspace through your web browser that contains the files and software you need to get started, plus step-by-step video instruction from a subject matter expert.

Because your workspace contains a cloud desktop that is sized for a laptop or desktop computer, Guided Projects are not available on your mobile device.

Guided Project instructors are subject matter experts who have experience in the skill, tool or domain of their project and are passionate about sharing their knowledge to impact millions of learners around the world.

You can download and keep any of your created files from the Guided Project. To do so, you can use the “File Browser” feature while you are accessing your cloud desktop.

Guided Projects are not eligible for refunds. See our full refund policy.

Financial aid is not available for Guided Projects.

Auditing is not available for Guided Projects.

At the top of the page, you can press on the experience level for this Guided Project to view any knowledge prerequisites. For every level of Guided Project, your instructor will walk you through step-by-step.

Yes, everything you need to complete your Guided Project will be available in a cloud desktop that is available in your browser.

You'll learn by doing through completing tasks in a split-screen environment directly in your browser. On the left side of the screen, you'll complete the task in your workspace. On the right side of the screen, you'll watch an instructor walk you through the project, step-by-step.