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LearningStrategyDecisions

Start Simple

What is the simplest approach that would teach me whether the core idea works?

Situation

Sophisticated approaches are available before the basic problem is understood.

The idea

Technical sophistication and problem-solving value are different. A simple model can isolate assumptions, create a baseline and expose where complexity is actually needed.

Useful when

Early experimentsarchitectureprototypesselecting models

Watch for

Simplicity is a starting strategy, not a belief that simple solutions are always sufficient.

Where this came from

Quantitative research, Machine learning

Related tools

Explore, Then ExploitContrastsThe Right Level of ReasoningComplements

Read the reasoning

Quantitative Research and Machine LearningPrimary post · May 26, 2024From NeurIPS to the Real World: Key Takeaways from Competing in PommermanSupporting post · Jun 26, 2024