Impact and Outlook

The final part reflects on the broader implications of machine learning systems. It explores applications that serve the public good and considers how system design choices influence social outcomes. The concluding chapter synthesizes lessons from across the book and offers guidance on future directions in the field. This part encourages readers to critically assess the societal context of ML systems and to consider their role as engineers and stewards of technology.