Introduction to Responsible AI in Practice Training
In this course, you will do a high-level exploration of Google's recommended best practices for responsible AI usage across different areas of focus: Fairness, Interpretability, Privacy and Safety. Along the way, you will learn how you can leverage different open-source tools and tools on Vertex AI to explore these concepts and spend time considering the different challenges that arise with generative AI.
Duration
Prerequisites
- Familiarity with basic concepts of machine learning
- Familiarity with basic concepts of generative AI on Google Cloud in Vertex AI
Target Audience
Skills Gained
- Overview of Responsible AI principles and practices
- Implement processes to check for unfair biases within machine learning models
- Explore techniques to interpret the behavior of machine learning models in a human-understandable manner
- Create processes that enforce the privacy of sensitive data in machine learning applications
- Understand techniques to ensure safety for generative AI-powered applications
- AI Principles and Responsible AI
- Google's AI Principles
- Responsible AI practices
- General best practices
- Fairness in AI
- Overview of Fairness in AI
- Examples of tools to study fairness of datasets and models
- Lab: Using TensorFlow Data Validation and TensorFlow Model Analysis to Ensure Fairness
- Interpretability of AI
- Overview of Interpretability in AI
- Metric selection
- Taxonomy of explainability in ML Models
- Examples of tools to study interpretability
- Lab: Learning Interpretability Tool for Text Summarization
- Privacy in ML
- Overview of Privacy in ML
- Data security
- Model security
- Security for Generative AI on Google Cloud
- AI Safety
- Overview of AI Safety
- Adversarial testing
- Safety in Gen AI Studio
- Lab: Responsible AI with Gen AI Studio
Partner Registration
The course you are registering for is being delivered by our sister company - ExitCertified. All logistics related to course delivery will be managed by the ExitCertified team. If you have a dedicated Web Age representative, please feel to reach out to them with any questions/concerns you may have.
You'll now be redirected to https://www.exitcertified.com to complete the enrollment process.
Partner Registration
The course you are registering for is being delivered by our sister company - ExitCertified. All logistics related to course delivery will be managed by the ExitCertified team. If you have a dedicated Web Age representative, please feel to reach out to them with any questions/concerns you may have.
You'll now be redirected to https://www.exitcertified.com to complete the enrollment process.
