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Introduction to Responsible AI in Practice

The development of AI has created new opportunities to improve the lives of people around the world, from business to healthcare to education. It has also raised new questions about the best way to...

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$900 USD
Duration 1 day
Course Code GCP-IRAIP
Available Formats Classroom, Virtual

Overview

The development of AI has created new opportunities to improve the lives of people around the world, from business to healthcare to education. It has also raised new questions about the best way to build fairness, interpretability, privacy, and safety into these systems.

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.

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

Who Can Benefit

Machine learning practitioners and AI application developers wanting to leverage generative AI in a responsible manner.

Prerequisites

  • Familiarity with basic concepts of machine learning
  • Familiarity with basic concepts of generative AI on Google Cloud in Vertex AI

Course Details

Course Outline

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
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Schedule

1 options available

  • Jul 21, 2025 - Jul 21, 2025 (1 day)
    Live Virtual | 9:00AM 5:00PM EDT
    Language English
    Select from 1 options below
    Live Virtual |9:00AM 5:00PM EDT
    Live Virtual | 9:00AM 5:00PM EDT
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FAQ

Does the course schedule include a Lunchbreak?

Classes typically include a 1-hour lunch break around midday. However, the exact break times and duration can vary depending on the specific class. Your instructor will provide detailed information at the start of the course.

What languages are used to deliver training?

Most courses are conducted in English, unless otherwise specified. Some courses will have the word "FRENCH" marked in red beside the scheduled date(s) indicating the language of instruction.

What does GTR stand for?

GTR stands for Guaranteed to Run; if you see a course with this status, it means this event is confirmed to run. View our GTR page to see our full list of Guaranteed to Run courses.

Does Ascendient Learning deliver group training?

Yes, we provide training for groups, individuals and private on sites. View our group training page for more information.

What does vendor-authorized training mean?

As a vendor-authorized training partner, we offer a curriculum that our partners have vetted. We use the same course materials and facilitate the same labs as our vendor-delivered training. These courses are considered the gold standard and, as such, are priced accordingly.

Is the training too basic, or will you go deep into technology?

It depends on your requirements, your role in your company, and your depth of knowledge. The good news about many of our learning paths, you can start from the fundamentals to highly specialized training.

How up-to-date are your courses and support materials?

We continuously work with our vendors to evaluate and refresh course material to reflect the latest training courses and best practices.

Are your instructors seasoned trainers who have deep knowledge of the training topic?

Ascendient Learning instructors have an average of 27 years of practical IT experience and have also served as consultants for an average of 15 years. To stay current, instructors spend at least 25 percent of their time learning new, emerging technologies and courses.

Do you provide hands-on training and exercises in an actual lab environment?

Lab access is dependent on the vendor and the type of training you sign up for. However, many of our top vendors will provide lab access to students to test and practice. The course description will specify lab access.

Will you customize the training for our company’s specific needs and goals?

We will work with you to identify training needs and areas of growth.  We offer a variety of training methods, such as private group training, on-site of your choice, and virtually. We provide courses and certifications that are aligned with your business goals.

How do I get started with certification?

Getting started on a certification pathway depends on your goals and the vendor you choose to get certified in. Many vendors offer entry-level IT certification to advanced IT certification that can boost your career. To get access to certification vouchers and discounts, please contact info@ascendientlearning.com.

Will I get access to content after I complete a course?

You will get access to the PDF of course books and guides, but access to the recording and slides will depend on the vendor and type of training you receive.

How do I request a W9 for Ascendient Learning?

View our filing status and how to request a W9.

Reviews

my experince was great from the day i regetered to the actuall day of the class.

Exit certified was great as it is very in depth and hands on learning which made it very easy to learn this type of work.

They were very good. They made sure everyone was able to get into the training and got all of the material needed for class.

I found this course informative. It was easy to follow and provided some good information.

Instructor knew her stuff. Long time in the industry. Course was easy to follow and very informative.