# Challenges and Solutions

* **Challenge 1: Data Privacy**\
  **Solution**: Implement end-to-end encryption, federated learning, and differential privacy to ensure data security.
* **Challenge 2: Model Bias**\
  **Solution**: Use diverse training data and conduct regular bias audits to mitigate biases in race, gender, and other dimensions.
* **Challenge 3: Regulatory Compliance**\
  **Solution**: Collaborate with global regulators to ensure compliance with local healthcare regulations.
