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Practical

  [ 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