When does class start/end?
Class hours may vary, please reach out to contact@ascendientlearning.com if you have any questions.
Evaluating & Monitoring Generative AI Models and Applications
Ensure your AI models perform optimally and remain reliable over time. This Generative AI course focuses on the evaluation and monitoring of models. Participants learn to set up evaluation pipelines,...
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$2,000 USD
Duration
2 days
Course Code
GAI-2201
Available Formats
Classroom
Overview
Ensure your AI models perform optimally and remain reliable over time. This Generative AI course focuses on the evaluation and monitoring of models. Participants learn to set up evaluation pipelines, interpret metrics, and establish robust monitoring systems. Hands-on labs provide practical experience with tools and techniques to maintain and improve AI solutions continuously.
Skills Gained
By the end of this course, participants will be able to:
- Ensure optimal performance of generative AI models
- Set up and manage evaluation pipelines
- Interpret and analyze AI evaluation metrics
- Implement robust monitoring systems for AI applications
- Continuously improve AI models with advanced strategies
Who Can Benefit
- Data scientists
- DevOps
- Software developers
Prerequisites
- Practical Python experience
- Customizing Generative AI Models course or equivalent experience
Course Details
Software
All attendees must have a modern web browser and an Internet connection.
Basics of Evaluating Generative AI Applications
- Generative AI Evaluation vs. Software Evaluation
- Metrics for Evaluating Generative AI
- Interpreting Evaluation Results
- Advanced Metrics and Techniques for Generative AI
- Custom Evaluation Metrics
Practical Generative AI Evaluation Techniques
- Setting up an Evaluation Pipeline
- Evaluating Different Generative AI Tasks
- Evaluating for Specific Use Cases
- Incorporating User Feedback
- Multimodal Evaluation Techniques
Evaluating Agentic AI Systems
- Evaluating Goal Setting and Planning
- Evaluating Tool Use, Memory, and State Management
- Evaluating Reasoning and Decision-Making
- Evaluating Agentic Efficiency
- Evaluating Agentic Interactions
Basics of Generative AI Monitoring
- Differences Between Evaluation and Monitoring
- Identifying Key Monitoring Metrics
- Understanding the Monitoring Workflow
- Alerts, Logs, and Monitoring Verification
- Setting Up a Monitoring System
Monitoring Tools and Infrastructure
- Overview of Monitoring tools
- Building a Monitoring Dashboard
- Data Logging and Storage
- Integration with CI/CD Pipelines
Advanced Monitoring and Remediation Strategies
- Anomaly, Drift, and Outlier Detection
- Root Cause Analysis
- Automated and Manual Remediation
- Incident Response Planning
- Continuous Improvement Leveraging Monitoring Data
- Monitoring for Security Vulnerabilities
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 training was good but needed the basic skills of maximo before getting deep in the configuration of it.
Provided good amount of material and a great instructor to teach the material.
Brandon was a great instructor. The virtual course materials and labs provided were very informative.
The class covered the concepts needed for the AWS Cloud Practitioner Certification.
Courseware was effective but would like to have some PDF material on BPML and XPATH
