When does class start/end?
Class hours may vary, please reach out to contact@ascendientlearning.com if you have any questions.
Generative AI in Production
In this course, you learn about the different challenges that arise when productionizing generative AI-powered applications versus traditional ML. You will learn how to manage experimentation and...
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$900 USD
Duration
1 day
Course Code
GCP-GAIPROD
Available Formats
Classroom
Overview
In this course, you learn about the different challenges that arise when productionizing generative AI-powered applications versus traditional ML. You will learn how to manage experimentation and tuning of your LLMs, then you will discuss how to deploy, test, and maintain your LLM-powered applications. Finally, you will discuss best practices for logging and monitoring your LLM-powered applications in production.
Skills Gained
- Describe the challenges in productionizing applications using generative AI.
- Manage experimentation and evaluation for LLM-powered applications.
- Productionize LLM-powered applications.
- Implement logging and monitoring for LLM-powered applications.
Who Can Benefit
Developers and machine learning engineers who wish to operationalize Gen AI-based applications
Prerequisites
Completion of "Introduction to Developer Efficiency on Google Cloud" or equivalent knowledge.
Course Details
Outline
Module 1: Introduction to Generative AI in Production
- AI System Demo: Coffee on Wheels
- Traditional MLOps vs. GenAIOps
- Generative AI Operations
- Components of an LLM System
Module 2: Managing Experimentation
- Datasets and Prompt Engineering
- RAG and ReACT Architecture
- LLM Model Evaluation (metrics and framework)
- Tracking Experiments
Module 3: Productionizing Generative AI
- Deployment, packaging, and versioning (GenAIOps)
- Testing LLM systems (unit and integration)
- Maintenance and updates (operations)
- Prompt security and migration
Module 4: Logging and Monitoring for Production LLM Systems
- Cloud Logging
- Prompt versioning, evaluation, and generalization
- Monitoring for evaluation-serving skew
- Continuous validation
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
This was a good program to get prepared for the solutions architect associate exam.
the interface was super easy to use and the instructions to get ready for the course was also very simple and easy to understand.
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.
Instructor was great, course was mostly very good except for too much focus on pricing
Labs and the study materials provided for Architecting on AWS course are very easy to understand and explains all the topics required to pass the Associate certification.
