Mental Health Predictive Risk Assessment

Develop a comprehensive mental health risk assessment platform using advanced machine learning techniques to identify and predict potential mental health challenges. Create a Python solution that can integrate multiple data sources including social media signals, wearable device data, and self-reported metrics. Implement privacy-preserving machine learning techniques, develop an early warning system, and generate actionable intervention recommendations.