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Model Performance Monitoring System #902

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ramana2074 opened this issue Oct 6, 2024 · 1 comment
Closed

Model Performance Monitoring System #902

ramana2074 opened this issue Oct 6, 2024 · 1 comment

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@ramana2074
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Deep Learning Simplified Repository (Proposing new issue)

🔴 Project Title : Model Performance Monitoring System
🔴 Aim : The motivation behind this system is rooted in the need to maintain model integrity and effectiveness in production environments.
🔴 Dataset : iris dataset
🔴 Approach: Administrators are alerted via email when the performance of a deployed model falls below acceptable thresholds for any of the monitored metrics. This immediate notification enables administrators to take timely actions to address issues and maintain model quality.


📍 Follow the Guidelines to Contribute in the Project :

  • You need to create a separate folder named as the Project Title.
  • Inside that folder, there will be four main components.
    • Images - To store the required images.
    • Dataset - To store the dataset or, information/source about the dataset.
    • Model - To store the machine learning model you've created using the dataset.
    • requirements.txt - This file will contain the required packages/libraries to run the project in other machines.
  • Inside the Model folder, the README.md file must be filled up properly, with proper visualizations and conclusions.

🔴🟡 Points to Note :

  • The issues will be assigned on a first come first serve basis, 1 Issue == 1 PR.
  • "Issue Title" and "PR Title should be the same. Include issue number along with it.
  • Follow Contributing Guidelines & Code of Conduct before start Contributing.

To be Mentioned while taking the issue :

  • Full name : Venkata Ramana
  • GitHub Profile Link : https://github.com/ramana2074
  • Email ID : billanavenkataramana@gmail.com
  • Participant ID (if applicable):
  • Approach for this Project : Administrators are alerted via email when the performance of a deployed model falls below acceptable thresholds for any of the monitored metrics
  • What is your participant role? (Gssoc Extended Contributor)

Happy Contributing 🚀

All the best. Enjoy your open source journey ahead. 😎

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github-actions bot commented Oct 6, 2024

Thank you for creating this issue! We'll look into it as soon as possible. Your contributions are highly appreciated! 😊

@abhisheks008 abhisheks008 closed this as not planned Won't fix, can't repro, duplicate, stale Nov 10, 2024
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