Trending Courses

Vendors

Skip Navigation Links

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.
img-course-overview.jpg

What You'll Learn

  • Understand generative AI operations
  • Compare traditional MLOps and GenAIOps
  • Analyze the components of an LLM system
  • Experiment with datasets and prompt engineering.
  • Utilize RAG and ReACT architecture.
  • Evaluate LLM models.
  • Track experiments.
  • Deploy, package, and version models
  • Test LLM systems
  • Maintain and update LLM models
  • Manage prompt security and migration
  • Utilize Cloud Logging
  • Version, evaluate, and generalize prompts
  • Monitor for evaluation-serving skew
  • Utilize continuous validation

Who Should Attend

Developers and machine learning engineers who wish to operationalize Gen AI-based applications
img-who-should-learn.png

Prerequisites

Completion of "Introduction to Developer Efficiency on Google Cloud" or equivalent knowledge.

Learning Journey

Coming Soon...

Module 01    Introduction to Generative AI in Production
Topics

  • AI System Demo: Coffee on Wheels
  • Traditional MLOps vs. GenAIOps
  • Generative AI Operations
  • Components of an LLM System

Module 02    Managing Experimentation
Topics

  • Datasets and Prompt Engineering
  • RAG and ReACT Architecture
  • LLM Model Evaluation (metrics and framework)
  • Tracking Experiments

Module 03    Productionizing Generative AI
Topics

  • Deployment, packaging, and versioning (GenAIOps)
  • Testing LLM systems (unit and integration)
  • Maintenance and updates (operations)
  • Prompt security and migration

Module 04    Logging and Monitoring for Production LLM Systems
Topics

  • Cloud Logging
  • Prompt versioning, evaluation, and generalization
  • Monitoring for evaluation-serving skew
  • Continuous validation

Frequently Asked Questions (FAQs)

  • Why get Google Cloud Platform (GCP) certified?

    Google Cloud certifications validate your expertise in cloud technologies and your proficiency in using Google Cloud Platform's vast array of services.

    These certifications are recognized globally and highly sought after by employers, as they demonstrate your ability to design, develop, and manage scalable and secure cloud solutions on GCP.

    Google Cloud-certified professionals are in high demand, opening doors to new career opportunities and higher earning potential.

  • What to expect for the examination?

    Google Cloud offers a variety of certification exams across different levels (Foundational, Associate, and Professional) covering various job roles and specializations.

    The exams typically consist of multiple-choice and multiple-select questions, as well as scenario-based questions that assess your ability to apply your knowledge in real-world situations.

    Note: Certification requirements and policies may be updated by Google Cloud from time to time. We apologize for any discrepancies; do get in touch with us if you have any questions.

  • How long is Google Cloud Platform (GCP) certification valid for?

    Most Google Cloud certifications, including Professional-level certifications, are valid for two years from the date of passing the exam.

    The Cloud Digital Leader and Associate Cloud Engineer certifications are valid for three years from the date of passing the exam.

    To maintain your certification, you will need to recertify by passing the latest version of the same exam or an equivalent higher-level certification exam before your current certification expires.

    You will receive a notification from Google Cloud prior to your certification's expiration date.

    Note: Certification requirements and policies may be updated by Google Cloud from time to time. We apologize for any discrepancies; do get in touch with us if you have any questions.

  • Why take this course with Trainocate?

    Here’s what sets us apart:

    - Global Reach, Localized Accessibility: Benefit from our geographically diverse training hubs in 24 countries (and counting!).

    - Top-Rated Instructors: Our team of subject matter experts (with high average CSAT and MTM scores) are passionate to help you accelerate your digital transformation.

    - Customized Training Solutions: Choose from on-site, virtual classrooms, or self-paced learning to fit your organization and individual needs.

    - Experiential Learning: Dive into interactive training with our curated lesson plans. Participate in hands-on labs, solve real-world challenges, and take on comprehensive assessments.

    - Learn From The Best: With 30+ authorized training partnerships and countless awards from Microsoft, AWS, Google – you're guaranteed learning from the industry's elite.

    - Your Bridge To Success: We provide up-to-date course materials, helpful exam guides, and dedicated support to validate your expertise and elevate your career.

Keep Exploring

Course Curriculum

Course Curriculum

Training Schedule

Training Schedule

Exam & Certification

Exam & Certification

FAQs

Frequently Asked Questions

img-improve-career.jpg

Improve yourself and your career by taking this course.

More Courses By Google Cloud

Browse All Courses
gcpcin-google-cloud-fundamentals-core-infrastructure-training
Cloud Infrastructure

Google Cloud Fundamentals: Core Infrastructure

Explore Google Cloud with Trainocate’s 1-day Google Cloud Fundamentals: Core Infrastructure training. Expert-led with hands-on labs, it covers Compute Engine, Cloud Storage, and BigQuery, preparing yo
ILT VILT
Course Duration 1 Day
gcpgce-architecting-with-google-compute-engine-training
Cloud Infrastructure

Architecting with Google Compute Engine

Learn to design cloud solutions with Trainocate’s 3-day Architecting with Google Compute Engine training. Expert-led with hands-on labs, it covers Compute Engine, VPC, and load balancing, preparing yo
ILT VILT
Course Duration 3 Days
gcpgke-architecting-with-google-kubernetes-engine-training
Cloud Infrastructure

Architecting with Google Kubernetes Engine v2.0

Join Trainocate’s Architecting with Google Kubernetes Engine certification training to master GKE. This 3-day course offers hands-on labs and expert guidance on deploying containerized applications, l
ILT VILT
Course Duration 2 Days
img-get-info.jpg

Ready to Take Your Business from Great to Awesome?

Level-up by partnering with Trainocate. Get in touch today.

Name
Email
Phone
I'm inquiring for
Inquiry Details

By submitting this form, you consent to Trainocate processing your data to respond to your inquiry and provide you with relevant information about our training programs, including occasional emails with the latest news, exclusive events, and special offers.

You can unsubscribe from our marketing emails at any time. Our data handling practices are in accordance with our Privacy Policy.

Stay Connected. Be the first to Know.

Company

Vendors

Services

Customer Service

© Copyright Trainocate 2025. All rights reserved.