When does class start/end?
Class hours may vary, please reach out to contact@ascendientlearning.com if you have any questions.
Practicing Responsible Generative AI
Build trustworthy Generative AI solutions by applying responsible AI principles across the full lifecycle. This GenAI course covers the foundations of Responsible AI, the unique risks of generative...
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$2,000 USD
Duration
2 days
Course Code
GAI-2202
Available Formats
Classroom, Virtual
Overview
Course Description
Build trustworthy Generative AI solutions by applying responsible AI principles across the full lifecycle. This GenAI course covers the foundations of Responsible AI, the unique risks of generative models, and practical approaches to evaluation, development, monitoring, and governance. After taking this training, learners will confidently manage quality, safety, fairness, privacy, and regulatory considerations to deliver AI systems that are both effective and responsible.
Skills Gained
By the end of this course, participants will be able to:
- Describe the purpose of Responsible AI and the five pillars (safety/security, robustness, fairness, explainability, privacy/governance).
- Classify generative AI issues into the six GenAI risk categories (including hallucinations, prompt injection, leakage, bias, extraction).
- Evaluate GenAI output quality using core metrics and structured test cases.
- Measure harm prevention, privacy/security, and bias using safety, privacy, and fairness metrics.
- Implement responsible GenAI development practices across data governance, preprocessing, model choice/training, and prompt engineering.
- Monitor GenAI systems in production by tracking key metrics, using a three-tier framework, and setting alert thresholds (e.g., in LangSmith).
- Translate regulatory and organizational expectations into product requirements, AI policies, and ethical culture practices.
Who Can Benefit
- Data scientists
- Software developers
- DevOps
Prerequisites
- Practical Python experience
- Building Generative AI Applications course or equivalent experience
Software
All attendees must have a modern web browser and an Internet connection.
Course Details
Course Details
Building Responsible AI: Principles and Practices
- Introduction to Responsible AI
- The Foundation: Why Responsible AI Matters
- Pillar 1: Safety and Security
- Pillar 2: Robustness and Reliability
- Pillar 3: Fairness
- Pillar 4: Explainability and Interpretability
- Pillar 5: Privacy and Data Governance
Unique and Increased Risks of Generative AI
- Why Gen AI Risks Are Different
- The Six Risk Categories
- Risk 1: Hallucinations & Content Quality
- Risk 2: Prompt Injection & Input Attacks
- Risk 3: Privacy & Data Leakage
- Risk 4: Bias & Fairness
- Risk 5: Security & Model Extraction
Model Evaluation and Validation for Generative AI
- The Quality Imperative for Generative AI
- What Makes Generative AI Evaluation Different
- The Evaluation Framework
- Core Metrics: Output Quality
- Safety Metrics: Preventing Harm
- Privacy and Security Metrics
- Fairness and Bias Metrics
Developing Generative AI Applications Responsibly
- The Foundation of Responsible AI Development
- Introduction to Responsible Development
- Data Governance: Quality Control for AI
- Data Preprocessing: Engineering Fairness
- Model Selection: Choosing Responsible Architectures
- Model Training: Building Reliable Models
- Prompt Engineering: Guiding Reliable Outputs
Basics of Generative AI Monitoring
- Introduction: Why Monitoring Matters
- Evaluation vs. Monitoring
- Introduction to LangSmith
- Key Monitoring Metrics
- Three-Tier Monitoring Framework
- Monitoring Workflow: Step-by-Step
- Setting Alert Thresholds
Legal and Organizational Implications of Generative AI
- Introduction: Why Legal & Organizational Readiness Matters
- Global Regulatory Landscape: Common Principles
- Regulatory Principles Drive Product Requirements
- Privacy-Preserving Techniques for AI
- Case Study: Legal Failure—AI Art Copyright Disputes
- Developing Responsible AI Policies
- Building an Ethical AI Culture
Schedule
2 options available
-
Jul 30, 2026 - Jul 31, 2026 (2 days)
Live Virtual | 10:00AM – 6:00PM EDT Language English Select from 1 option(s) below Live Virtual | 10:00AM – 6:00PM EDT- Enroll
- Enroll Add to quote
-
Oct 8, 2026 - Oct 9, 2026 (2 days)
Live Virtual | 10:00AM – 6:00PM EDT Language English Select from 1 option(s) below Live Virtual | 10:00AM – 6:00PM EDT- Enroll
- Enroll Add to quote
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.
How do I find an Ascendient Learning training location?
We have training locations across the United States and Canada - View a complete list of classroom training locations.
Which delivery formats are available?
At Ascendient Learning, we offer training that is Instructor-Led, Online, Virtual, and Self-Paced.
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
Great class I learned a great deal from the material. There would seem to a large amount that I need to learn about.
As long as you keep Holly as an instructor, I will always come back to learn.
very good and spcecific course and above all a very good instructor. In few days I have learned a lot.
The platform is very intuitive and easy to navigate. Great tool for learning
I was very pleased with the course setup by ExitCertified and the instructor.
