ML Governance Certification

$500
1/2 Day

Learn how governance and oversight can assist with machine learning processes. This one-day course will examine ways that DataRobot can assist with governance via automated compliance documentation and champion-challenger benchmarking. Participants will further gain knowledge about different compliance frameworks, regulations, and laws. The course includes case studies and use cases designed to work with others to discuss governance concerns and policies.

Course outline

1. Overview of ML Governance

• The role of governance in the machine learning life cycle

• Defining ML Governance

• ML Governance and Ethics

2. Documentation and Data Governance

• Automated compliance documentation

• Customized templates

• Setting data permissions with the AI Catalog

3. Champion-Challenger Benchmarking

• Model interpretation tools

• Autopilot process

4. Compliance Frameworks and Deployment Strategies

• Centralized, decentralized, and federated

• Contained, limited, distributed, and AI enabled enterprise

• Model risk

5. Hands-on Use Case Discussion

• Evaluation of advantages and disadvantages of frameworks for different scenarios

• Compliance workflows at different sizes of organizations

• Understanding the role governance plays in your organization

  • 1. Overview of ML Governance

    • The role of governance in the machine learning life cycle

    • Defining ML Governance

    • ML Governance and Ethics

  • 2. Documentation and Data Governance

    • Automated compliance documentation

    • Customized templates

    • Setting data permissions with the AI Catalog

  • 3. Champion-Challenger Benchmarking

    • Model interpretation tools

    • Autopilot process

  • 4. Compliance Frameworks and Deployment Strategies

    • Centralized, decentralized, and federated

    • Contained, limited, distributed, and AI enabled enterprise

    • Model risk

  • 5. Hands-on Use Case Discussion

    • Evaluation of advantages and disadvantages of frameworks for different scenarios

    • Compliance workflows at different sizes of organizations

    • Understanding the role governance plays in your organization

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