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ai_feedback_collector [2025/05/27 02:14] – [Best Practices] eagleeyenebulaai_feedback_collector [2025/05/27 02:16] (current) – [AI Feedback Collector] eagleeyenebula
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 ====== AI Feedback Collector ====== ====== AI Feedback Collector ======
 **[[https://autobotsolutions.com/god/templates/index.1.html|More Developers Docs]]**: **[[https://autobotsolutions.com/god/templates/index.1.html|More Developers Docs]]**:
-The **AI Feedback Collector System** enables the systematic collection of model predictions, user feedback, and related metrics for long-term analysis and refinement of AI systems. By leveraging a structured SQLite database, this system ensures persistence, traceability, and detailed insights for model monitoring, debugging, and optimization over time.+The **AI Feedback Collector System** enables the systematic collection of model predictions, user feedback, and related metrics for long-term analysis and refinement of AI systems. By leveraging a structured **SQLite database**, this system ensures persistence, traceability, and detailed insights for model monitoring, debugging, and optimization over time.
  
 {{youtube>NKMCvl89fPg?large}} {{youtube>NKMCvl89fPg?large}}
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 </code> </code>
 **Explanation**: **Explanation**:
-   * **Input Data**: Represents the data sent to the model (e.g., features for prediction).+   * **Input Data**: Represents the data sent to the model (e.g., **features for prediction**).
    * **Prediction**: Stores model outputs for the input data.    * **Prediction**: Stores model outputs for the input data.
    * **Latency Calculation**: Measures time between prediction start and completion.    * **Latency Calculation**: Measures time between prediction start and completion.
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 </code> </code>
 **Explanation**: **Explanation**:
-   * Identifies cases where the `prediction` field does not match the `actual_value` field.+   * Identifies cases where the **prediction** field does not match the **actual_value** field.
    * Enables targeted debugging for incorrect predictions.    * Enables targeted debugging for incorrect predictions.
 ==== Example 3: Adding Advanced Metrics ==== ==== Example 3: Adding Advanced Metrics ====
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 3. **Auditing and Compliance**: 3. **Auditing and Compliance**:
-   * Maintain detailed logs for compliance in regulated sectors (e.g., finance, healthcare).+   * Maintain detailed logs for compliance in regulated sectors (e.g., **finance, healthcare**).
  
 4. **Real-Time Error Detection**: 4. **Real-Time Error Detection**:
ai_feedback_collector.1748312041.txt.gz · Last modified: 2025/05/27 02:14 by eagleeyenebula