Skip to content

Conversation

omaraws
Copy link

@omaraws omaraws commented Jul 30, 2025

GenAI-Powered ML Feature Analyzer Agent

Overview

This pull request introduces a Machine Learning Feature Analyzer Agent to the agents-quickstart-pocs/strands-sdk directory. The solution demonstrates how to build GenAI-powered agents using the Strands SDK to evaluate machine learning model performance across different feature sets.

Key Features

  • GenAI-powered solution for evaluating premium data attributes in ML models
  • Built with AWS services (SageMaker, Bedrock) and Strands SDK
  • Feature Analysis Agent with compare_models and train_model tools
  • Multi-tier model training (Baseline, Bronze, Silver, Gold, Custom)
  • Interactive chat interface for conversational analysis
  • Demo mode with sample results for quick start
  • Complete infrastructure as code using AWS CDK
  • Uses German Credit Dataset for credit risk assessment demonstration

Components

  • Feature Analysis Agent with natural language interface
  • Automated model comparison and training capabilities
  • Multi-tier evaluation system (Baseline → Bronze → Silver → Gold → Custom)
  • Sample data and pre-trained results for immediate demo
  • AWS infrastructure deployment via CDK

Target Users

  • Financial data providers evaluating premium attribute value
  • ML practitioners exploring feature engineering impact
  • Developers learning Strands SDK agent development

Demo Readiness

Includes sample model results allowing immediate testing without requiring AWS resource deployment.

By submitting this pull request, I confirm that you can use, modify, copy, and redistribute this contribution, under the terms of your choice.

- GenAI-powered solution for evaluating premium data attributes in ML models
- Built with AWS services (SageMaker, Bedrock) and Strands SDK
- Includes Feature Analysis Agent with compare_models and train_model tools
- Multi-tier model training (Baseline, Bronze, Silver, Gold, Custom)
- Interactive chat interface for conversational analysis
- Demo mode with sample results for quick start
- Complete infrastructure as code with AWS CDK
- Uses German Credit Dataset for credit risk assessment
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment
Labels
None yet
Projects
None yet
Development

Successfully merging this pull request may close these issues.

1 participant