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README_polished.md
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@@ -130,6 +130,21 @@ The raw `views` variable is highly right-skewed, so `log_views = log(views + 1)`
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> **False Negatives are the most costly mistake.** Missing a genuinely high-engagement posting means the company fails to prioritize a valuable listing. F1-score balances this against False Positives (over-flagging normal postings wastes recruiter attention).
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---
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## 💡 Business Insights
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> **False Negatives are the most costly mistake.** Missing a genuinely high-engagement posting means the company fails to prioritize a valuable listing. F1-score balances this against False Positives (over-flagging normal postings wastes recruiter attention).
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---
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## 🚀 Interactive Dashboard
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The project includes a deployed Gradio dashboard on Hugging Face Spaces.
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👉 **[Open the LinkedIn Job Engagement Dashboard](https://huggingface.co/spaces/MichaelYitzchak/linkedin_Job_Engagement)**
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The dashboard includes:
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- **Engagement Predictor** — predicts estimated job views and high/low engagement classification.
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- **EDA Dashboard** — interactive charts summarizing the main project findings.
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- **About Tab** — project summary, model details, feature groups, and limitations.
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## 💡 Business Insights
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