When does class start/end?
Class hours may vary, please reach out to contact@ascendientlearning.com if you have any questions.
Foundations of Responsible AI with the NIST AI Risk Management Framework
This Responsible AI course is about not just theoretical knowledge but also its practical application in real-world scenarios. It teaches the knowledge and skills needed to responsibly design,...
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This Responsible AI course is about not just theoretical knowledge but also its practical application in real-world scenarios. It teaches the knowledge and skills needed to responsibly design, develop, and deploy artificial intelligence (AI) systems. The training investigates the NIST (US National Institute of Standards and Technology) AI Risk Management Framework (AI RMF), the premier AI guidelines for US-based private and public sector companies. Participants gain practical experience applying the AI RMF to real-world scenarios through interactive discussions, case studies, and hands-on exercises.
Skills Gained
- Understand potential harms posed by AI systems
- Describe the challenges of AI Risk Management
- Learn the Lifecycle and Key Dimensions of AI systems
- Discover the 7 characteristics of Trustworthy and Responsible AI
- Explore NIST AI Risk Management Framework’s four functions: Govern, Map, Measure, & Manage
- Apply the NIST AI RMF to tailored real-world case studies
- Develop strategies to avoid, reduce, transfer, diversify, and mitigate AI risk
- Explore potential legislation and the future of Responsible AI
Prerequisites
No prior experience is required.
Course Details
Introduction to Risk Management
- What is Risk?
- What is Risk Management?
- Why a Risk Management Framework?
- The NIST Risk Management Framework (RMF)
- Frame, Assess, Respond, Monitor
- Risk Management Roles
- Prepare
- Categorize
- Select
- Implement
- Assess
- Authorize
- Monitor
- Legacy of the NIST RMF
- Case Study: Risky Business
Introduction to AI and Its Societal Impact
- What is Artificial Intelligence?
- Defining terms
- Brief history and overview of AI technologies
- Understanding AI’s Potential Benefits
- Understanding AI’s Potential Harms
- The Need for Responsible AI
- Introduction to AI Systems
- The AI System Lifecycle
- Common AI Actors
- Assigning activities to AI lifecycle phases
Understanding AI Risks and the NIST AI Risk Management Framework (RMF)
- What is AI Risk?
- AI Risks vs. Traditional Software Risks
- Challenges in AI Risk Management
- Introduction to the NIST AI RMF
- Attributes of the NIST AI RMF
- Alternatives to the NIST AI RMF
- Core Functions: Govern, map, measure, manage
- Is it an AI risk?
Understanding Trustworthy AI with Case Studies
- Safe
- Secure & Resilient
- Explainable & Interpretable
- Privacy-Enhanced
- Fair
- Accountable & Transparent
- Valid & Reliable
- Issue Spotting: Violations of Trustworthy AI
Govern
- Policies, processes, procedures, and practices
- Accountability structures
- Diverse Input
- Culture & Communication
- Engagement Processes
- Policies and Procedures
- Contingency Plans
- Issue Spotting: Governance Structures
Map
- AI in Context: Application
- AI in Context: Actors
- AI in Context: Aspirations
- Risk Assessment Process
- Categorization of AI
- AI Limitations and oversight
- Cost—Benefit Analysis
- AI System Scoping
- AI Operator Training
- Lab – Finding Risks in Sample Applications
Measure
- Fit-for-Purpose
- Testing procedures
- Acceptable limits
- Categories of metrics
- Data lineage
- Documenting errors
- Evaluating TEVV processes
- Perverse incentives
- Independent testing & red teaming
- Production monitoring & safety statistics
- Chaos Engineering
- Labeling hazards
- Fairness and bias—in all forms
- Environmental impacts
- Comparison tests
- Emergent risks
- Frontier risks
- Measuring the metrics
- Feedback loops
- Gas station bathrooms & effective communication
- Risk Report Design
Manage
- Go / No Go – When to develop and use AI
- AI Risk Prioritization
- Mitigation
- Transfer
- Avoidance
- Acceptance
- Insurance
- Sustaining value
- Emergency Stop
- Supply-chain Risks
- Pre-trained models
- Sunset clauses
- Continual improvement
- Incident response
- Transfer/Avoid/Mitigate/Accept
AI RMF: Generative AI Profile
- CBRN Information
- Hallucinations
- Dangerous output
- Data privacy
- Environmental impact
- Human-AI Configuration
- Information Integrity
- Cybersecurity
- Intellectual Property / Controlled Information
- Abusive Content
- Toxicity, Bias, and Homogenization
- Supply Chain
- Evaluating GenAI Risk
Capstone
- End-to-End AI Risk Management Case Study
Schedule
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
The class and material is good. I think some of the software needs to be updated.
Very good couse and again we would like to see more videos on removing FRUs
I thought the course was informative and the tools to go over the material were very nice.
Instructor, Training material & span of the training is neatly planned.
The class was very vast paced however the teacher was very good at checking in on us while giving us time to complete the labs.
