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CompetitionsDetecting Tuberculosis in X-Rays

Competition

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Detecting Tuberculosis in X-Rays

Detecting Tuberculosis in X-Rays

Tuberculosis (TB) is a leading infectious disease affecting the lungs. Clinicians often use chest X-rays to support diagnosis, but reviewing many images manually is time-consuming and challenging. In this competition, you’ll build a simple classifier to distinguish between healthy lungs and lungs affected by TB, focusing on your process, decisions, and learnings rather than perfection.

Prize

KNOWLEDGE

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Your challenge

  • Preprocessing: What steps did you take to prepare the images? (e.g., resizing, grayscale, normalization, small rotations)
  • Modeling: Try at least two models and compare them (for example, a small CNN and a pre-trained model like ResNet or MobileNet)
  • Evaluation: Report Sensitivity, Specificity, PPV, and NPV in plain words and explain what they mean
  • [Optional] ROC Curve: Visualize model performance across thresholds

How to get started

Create your most insightful analysis using DataLab, our in-browser tool to write, run, and publish data analyses. Once you’ve finished your work, you’ll need to publish it for review.

1
Start your analysis by clicking any of the Start buttons
2
Create an insightful analysis
3
Publish your work for review
4
Share your publication to get upvoted

Judging criteria

This competition will not be judged. Use this opportunity to apply your conceptual and machine learning skills, and compare your work with your peers after the competition ends! Once the competition concludes, you'll have the opportunity to view and vote for the best submissions.

Rules

  • Entries to the competition take the form of a workbook publication. Make sure the competition publication is publicly visible in order to be entered into the competition.
  • Your publication should be focused on data provided within the competition.
  • The competition is open and free to registered DataCamp users.
  • Only one entry per user. You may update your entry up to the deadline.
  • Make sure your competition workbook is published by the competition deadline in order for it to be valid.
  • You can check the time left to submit on the counter at the top of this page.

Note: Please make sure you're 18+ years old and are allowed to take part in a skill-based competition from your country.

FAQs

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