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Intermediate Generative AI Engineering for LLMOps

This Intermediate Generative AI (GenAI) course is for DevOps and ITOps professionals who want to advance their GenAI skills with deployment strategies and best practices for building large language...

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By Request
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Duration 2 days
Course Code WA3512
Available Formats Classroom

Overview

This Intermediate Generative AI (GenAI) course is for DevOps and ITOps professionals who want to advance their GenAI skills with deployment strategies and best practices for building large language model (LLM) applications. Participants master popular tools and frameworks, including Docker, Kubernetes, and cloud platforms, in an LLM environment.

Skills Gained

  • Deploy and manage LLM-powered applications using containerization and orchestration technologies
  • Implement strategies for scaling LLM applications to handle increasing workloads
  • Monitor and troubleshoot LLM application performance in production environments
  • Ensure the security, compliance, and reliability of LLM deployments
  • Optimize resource utilization and cost-efficiency for LLM applications

Prerequisites

  • Practical Python programming and scripting for automation tasks (6+ months)
  • API call access and event stream handling
  • Exception handling, debugging, testing, and logging
  • Experience with containerization technologies (e.g., Docker) and orchestration platforms (e.g., Kubernetes)
  • Familiarity with CI/CD pipelines and tools, such as Jenkins, GitLab, or GitHub Actions
  • Knowledge of cloud platforms (e.g., AWS, GCP, Azure) and their services
  • Experience with monitoring and logging tools, such as Prometheus, Grafana, and ELK stack (Elasticsearch, Logstash, Kibana) is recommended but not required
  • Machine Learning concepts recommended - classification, regression, clustering

Course Details

Outline

Introduction

Containerization and Orchestration

  • Containerizing LLM applications using Docker
  • Orchestrating LLM containers using Kubernetes
  • Deploying an LLM application using Docker and Kubernetes

Scaling LLM Applications

  • Strategies for horizontal and vertical scaling
  • Load balancing and auto-scaling techniques
  • Implementing auto-scaling for an LLM application

Monitoring and Troubleshooting

  • Key performance metrics for LLM applications
  • Automated Testing for LLMOps
  • Differences of LLMOps testing and traditional software testing
  • Evaluation using CI/CD Tools
  • Evaluating LLM problems like hallucinations, data drift, unethical/harmful outputs
  • Monitoring tools and techniques (e.g., Weights and Biases, CircleCI)
  • Setting up monitoring for an LLM application
  • Creating dashboards and alerts for key metrics

Security, Compliance, and Cost Optimization

  • Securing LLM application infrastructure and data
  • Ensuring compliance with relevant regulations and standards
  • Strategies for optimizing resource usage and costs in cloud-based LLM deployments

Conclusion

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Schedule

Upcoming Course Dates

There are currently no scheduled dates for this course. If you are interested in this course, contact us with the form below.

Contact Information

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

Course was great and the instructor had an answer for anything that was asked during the course.

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

ExitCertified provided great learning material and the instructor was great.

Overall it was a good bootcamp. A lot to cover so it is understandable that the pace had to be a little fast.

very good and spcecific course and above all a very good instructor. In few days I have learned a lot.