Research Paper

Topic

Applying machine learning algorithms to early disease detection.

Status

🔴 Planning Phase

Research Questions

  1. What ML algorithms are most effective for medical imaging?
  2. How can we ensure patient privacy with training data?
  3. What are the ethical implications?

Literature Review

  • Book Notes - "Deep Medicine" by Eric Topol
  • Paper: "Deep Learning for Medical Diagnosis" (2024)
  • Article: Privacy-preserving ML techniques

Methodology

  • Dataset: Public medical imaging database
  • Models to test: CNN, ResNet, Transformer-based
  • Evaluation metrics: Accuracy, Precision, Recall, F1

Timeline

  • Week 1-2: Literature review
  • Week 3-4: Data collection and preprocessing
  • Week 5-8: Model development
  • Week 9-10: Analysis and writing

#research #ml #healthcare #academic

Research Process