Prediction of COVID Infection using reported symptoms
[Details]
Aug 8, 2021
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