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@@ -28,7 +28,6 @@ A sophisticated fake news detection system showcasing advanced MLOps practices w
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  This system represents a complete MLOps pipeline designed for **CPU-constrained environments** like HuggingFace Spaces, demonstrating senior-level engineering practices across three critical domains:
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  ![Architectural Workflow Diagram](./Architectural%20Workflow%20Diagram.svg)
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- Fake News Arch Diagram
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  ### **Data Science Excellence**
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  - **Bootstrap Confidence Intervals**: Every metric includes 95% CI bounds (e.g., F1: 0.847 ± 0.022)
 
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  This system represents a complete MLOps pipeline designed for **CPU-constrained environments** like HuggingFace Spaces, demonstrating senior-level engineering practices across three critical domains:
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  ![Architectural Workflow Diagram](./Architectural%20Workflow%20Diagram.svg)
 
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  ### **Data Science Excellence**
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  - **Bootstrap Confidence Intervals**: Every metric includes 95% CI bounds (e.g., F1: 0.847 ± 0.022)