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Machine Learning Street Talk (MLST) cover image

Dr. MAXWELL RAMSTEAD - The Physics of Survival

Machine Learning Street Talk (MLST)

NOTE

Minimize Complexity for Accurate Predictions

Entropy plays a crucial role in refining predictive models by minimizing free energy to enhance predictive accuracy. A well-structured model aims to generate predictions closely aligned with real data while also penalizing unnecessary complexity. This ensures the avoidance of arbitrary explanations, which can be harmful, especially in situations with incomplete information.

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