Conclusion

This final part draws the threads of the book together. Summary distills the central lessons of each pipeline stage into actionable recommendations, from data access and preprocessing through model training, uncertainty quantification, map production, and validation. Looking forward turns to the structural challenges that will shape the field in the coming years, highlighting six directions we consider both urgent and tractable. Finally, Limitations reflects on the scope and blind spots of the present work.