epic-1554482-educational-quickstart

[ataturhan21]

Overview

This PR delivers a set of standardized enhancements across notebooks and Streamlit web apps to improve user experience, execution reliability, and security compliance.

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Changes Included

1. Execution Success Indicator (Notebooks)

   • Added a consistent end-of-notebook marker to clearly confirm successful execution
   • Enables automated validation and simplifies debugging

2. Standardized Disclaimer (Streamlit Web Apps)

   • Introduced a uniform disclaimer indicating outputs are for demonstration purposes
   • Ensures clarity for end users and aligns with best practices

3. Hardware Resource Validation (Notebooks)

   • Implemented pre-execution checks for minimum RAM and VRAM requirements
   • Prevents runtime failures and improves user guidance

4. MLflow Upgrade to 3.10.1

   • Upgraded MLflow to address known vulnerabilities
   • Ensures compatibility with latest features and improved security

5. Streamlit UI Verification Artifact

   • Added a PDF demonstrating successful deployment and web app execution
   • Supports validation for testing and review processes

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Impact

• Improves execution reliability and reduces silent failures
• Enhances user trust and clarity in Streamlit apps
• Strengthens security posture via MLflow upgrade
• Enables better automated testing and validation workflows