What role can transparency and explainability play in enhancing the oversight of AI and machine learning systems, and how can these attributes be effectively integrated into AI models and processes?
**What regulatory frameworks are currently in place to ensure ethical and responsible development and deployment of AI and machine learning technologies?
2. **How can transparency and accountability be maintained in AI systems to prevent biases and ensure fair decision-making, especially in high-stakes areas such as healthcare and criminal justice?
3. **What are the potential challenges and solutions in implementing effective oversight mechanisms for AI systems to balance innovation with privacy and security concerns?
