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Vertex AI for Machine Learning Practitioners

This instructor-led one-day course is designed for engineers and data scientists familiar with machine learning models who want to become procient in using Vertex AI for custom model workows. This...

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$900 USD
Duration 1 day
Course Code GCP-VERT-AI-ML
Available Formats Classroom

Overview

This instructor-led one-day course is designed for engineers and data scientists familiar with machine learning models who want to become procient in using Vertex AI for custom model workows. This practical, hands-on course will provide you with a deep dive into the core functionalities of Vertex AI, enabling you to effectively leverage its tools and capabilities for your ML projects.

Skills Gained

By the end of the course, learners will be able to:

  • Understand the key components of Vertex AI and how they work together to support your ML workows.
  • Congure and launch Vertex AI Custom Training and Hyperparameter Tuning Jobs to optimize model performance.
  • Organize and version your models using Vertex AI Model Registry for easy access and tracking.
  • Congure serving clusters and deploy models for online predictions with Vertex AI Endpoints.
  • Operationalize and orchestrate end-to-end ML workows with Vertex AI Pipelines for increased eciency and scalability.
  • Congure and set up monitoring on deployed models

Who Can Benefit

Machine Learning Engineers, Data Scientists

Prerequisites

Experience building and training custom ML models. Familiar with Docker.

Course Details

Course Outline

Training, Tuning, and Deploying Models on Vertex AI

  • Understand Containerized Training Applications
  • Understand Vertex AI Custom Training and Tuning Jobs
  • Understand how to track and version your trained models in Vertex AI Model Registry
  • Understand Online Deployment with Vertex AI Endpoints

Orchestrating end-to-end Workows with Vertex AI Pipelines

  • Understand Kubeow
  • Understand pre-built and lightweight Python components
  • Understand how to compile and execute pipelines on Vertex AI

Model Monitoring on Vertex AI

  • Understand Feature Drift and Skew
  • Understand Model Monitoring for models deployed to Vertex AI Endpoints

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.

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

I think the platform is very good and look forward to taking my next course in early October.

The platform is very intuitive and easy to navigate. Great tool for learning

Fantastic and great training. Tons of hands-on labs to really make you understand the material being thought.

Sean is the very good instructor. I would like to take his class again in the future.

Very interactive and in-depth course that really got me ready for the industry