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### 3. Feature Engineering: The "Author Reputation" Signal
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The most significant breakthrough came from engineering the **Author Reputation Score**. By calculating the historical average rating for each author, we gave the model a "human" insight into quality that raw metadata lacks.
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![Feature Importance Bar Chart](
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*Figure 5: Importance of Author Reputation relative to other features.*
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### 4. Unsupervised Learning: Discovering Book "Personas"
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### 3. Feature Engineering: The "Author Reputation" Signal
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The most significant breakthrough came from engineering the **Author Reputation Score**. By calculating the historical average rating for each author, we gave the model a "human" insight into quality that raw metadata lacks.
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*Figure 5: Importance of Author Reputation relative to other features.*
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### 4. Unsupervised Learning: Discovering Book "Personas"
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