Prediction of COVID Infection using reported symptoms

  [ Notebook (DIY) ] [ Notebook (Soln.) ]

Based on: Zoabi et al. "Machine learning-based prediction of COVID-19 diagnosis based on symptoms." npj digital medicine 4.1 (2021): 1-5.
Task: Predict COVID-19 infection from reported symptoms
Dataset: English translation of COVID infections reported by Israeli Ministry of Health
Learning objectives:
  • Explore a realistic dataset and prepare it for building a practical machine learning system
  • Think through various practical issues related to deploying such a system (e.g., class imbalance, data collection bias)
  • Build and train such an ML system addressing the issues discovered above