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Supervised versus unsupervised learning cost comparison.
  • Dr. Ingrid Falk-Weller
  • January 13, 2026
  • (0)
  • Machine Learning

Labels Are Expensive, Which Shapes the Whole Field

I spent three years in academia watching brilliant researchers build massive, expensive models for supervised versus unsupervised learning tasks, only to see those same models crumble the moment they hit a messy, real-world dataset. The industry loves to sell these…

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Writing code others can read.
  • Dr. Ingrid Falk-Weller
  • January 12, 2026
  • (0)
  • Software Engineering

You Write Code Once and Read It Fifty Times

I spent three months in academia chasing a specific distributed consensus proof, only to realize during the implementation phase that the entire codebase was a labyrinth of “clever” optimizations that no one—including my future self—could actually parse. We have this…

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