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robust-modeling

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9段階のイテレーションを通じた心臓病予測の進化。統計学(標本誤差の最小化)を実戦投入し、5-Seed Averagingによる極めて高い汎化性能と実務的信頼性を実現したMLポートフォリオ。

  • Updated Mar 31, 2026
  • Python

A robust news article classification system combines a two-stage linear analysis of SEO-driven editorial style features with an independent embedding-based semantic analysis using transformer ensemble methods, under noisy, real-world data conditions.

  • Updated Mar 18, 2026
  • Jupyter Notebook

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