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Recent Releases of https://github.com/aloncrack7/mlops-researchproject-tfm

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Published by aloncrack7 10 months ago

https://github.com/aloncrack7/mlops-researchproject-tfm - Viral Viper

🚀 MLOps-ResearchProject-TFM Release Notes

Summary

This release includes significant enhancements, new features, and important fixes across the MLOps-ResearchProject-TFM platform. Below is a summary of notable changes from recent commits, highlighting new functionality, improvements, and bug fixes.

✨ New Features & Improvements

  • Comprehensive Documentation Overhaul

    • Enhanced main README and added detailed documentation for MLflow tracking, model deployment, Nginx gateway, PostgreSQL, logging, and usage examples.
    • Improved folder structure explanations and added troubleshooting/contribution guides.
    • Commit: 00266f7

  • New ML Training Scripts

    • Added Random Forest training scripts for wine quality prediction on multiple datasets.
    • Integrated MLflow experiment tracking and dataset validation.
    • Commit: e6aa8e4

  • Model Monitoring & Reporting

    • Introduced degradation report generation and service updates.
    • Added metrics comparison and report download for deployed models.
    • Deployed models now include registry and health status.
    • Commits: beb6710, 9808ab8, e29d7d7, 6ff3136, 6c970f5

  • Deployment & Infrastructure

    • Updates to deployments.py and Dockerfile for improved reliability.
    • Added auto model deployment and version notification inside Docker.
    • Dockerized notification system and enabled port selection.
    • Commits: 327b207, 25ed631, af4e11c, f6cd6ad, 20d2201, 35ad2d6

  • Data & Integration

    • Added extraction of new datasets, MongoDB logging for model petition data, and webpage deployment.
    • Enabled version log sending, version scraping, and version selection features.
    • Commits: b21cca4, c784dc3, 316ac68, 6ff424a, a53127c, 268b6a4

  • Automation & Notifications

    • Logging enhancements: email logging, configurable Telegram bot integration, and backup scripts with Telegram confirmation.
    • Added support for cross-cloud HDFS, S3 integration, and enhanced environment configuration handling.
    • Commits: 5d9acb0, 4e458f2, 661e651, cb7ef56, 249853c, a2dfaff

🐞 Bug Fixes

  • Fixed model deployment requirements and correct waiting logic.
  • Fixed model redeploy after server restart.
  • Improved monitor creation logic and database stability.
  • Fixed environment variable assignments and .env handling.
  • Commits: 34509b5, 36bb07d, 9425bbc, e221f84, a38c60b, e2f715c

🔗 Useful Links

Note: This summary is based on the most recent commits. For the complete commit history, visit the full log.

Thank you for your contributions and for using MLOps-ResearchProject-TFM! 🚀

Release name extracted from https://ubuntu-name-generator.crespo.com.br/generator/Viral/Viper/28.04.

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Published by aloncrack7 10 months ago