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Cuack Prep -

$$ \lambda_i = \frac\sigma_i\mu_i + \epsilon \times \log(1 + N_outliers) $$

“Cuack Prep raised my SAT score by 210 points.” – Jamie, Grade 12 cuack prep

Standard normalization assumes a uniform distribution shape across features. Cuack Prep introduces a dynamic scaling vector $\lambda$ defined as: $$ \lambda_i = \frac\sigma_i\mu_i + \epsilon \times \log(1

If you meant as a duck-themed prep for something else (e.g., culinary, coding, or a meme), let me know and I’ll rewrite the content accordingly. or a meme)

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Last updated: 11/19/2025