This forward-looking session emphasizes the role of AI in neonatal monitoring, diagnostics, and clinical decision support. The presentations include AI-driven sepsis alerts, detection of ROP, and prediction of respiratory events. Ethical issues and data quality issues will be addressed. Challenges of real-world implementation in the NICU environment will be discussed. Decision-support tool demos and machine learning algorithm demos are included. Appropriate for neonatologists, data scientists, and clinical informaticians.