Google - Cloud Professional Machine Learning Engineer



Only 2 Days



Classroom / Online / Hybrid

Next date

Next date:

8/8/2022 (Monday)


On this accelerated Google Cloud Professional Machine Learning Engineer course, you’ll learn how to design, build, and implement the production of ML models to solve your business' challenges using Google Cloud technologies and knowledge of proven ML models and techniques.

In just 2 days, you’ll build knowledge on all aspects of model architecture, data pipeline, interaction, and metric interpretations. You’ll also learn about:

  • Infrastructure management, data engineering and security
  • Determination of when a model is deemed unsuccessful
  • Data leakage and augmentation

At the end of the course, you’ll sit the Google Cloud Professional Machine Learning Engineer exam, and achieve your certification. Through Firebrand’s Lecture | Lab | Review methodology, you’ll get access to courseware and certified instructors, and train in a distraction-free environment.


Seven reasons why you should sit your course with Firebrand Training

  1. Two options of training. Choose between residential classroom-based, or online courses
  2. You'll be certified fast. With us, you’ll be trained in record time
  3. Our course is all-inclusive. A one-off fee covers all course materials, exams**, accommodation* and meals*. No hidden extras.
  4. Pass first time or train again for free. This is our guarantee. We’re confident you’ll pass your course first time. But if not, come back within a year and only pay for accommodation, exams and incidental costs
  5. You’ll learn more. A day with a traditional training provider generally runs from 9am – 5pm, with a nice long break for lunch. With Firebrand Training you’ll get at least 12 hours/day quality learning time, with your instructor
  6. You’ll learn faster. Chances are, you’ll have a different learning style to those around you. We combine visual, auditory and tactile styles to deliver the material in a way that ensures you will learn faster and more easily
  7. You’ll be studying with the best. We’ve been named in Training Industry’s “Top 20 IT Training Companies of the Year” every year since 2010. As well as winning many more awards, we’ve trained and certified over 100,000 professionals
  • * For residential training only. Doesn't apply for online courses
  • ** Some exceptions apply. Please refer to the Exam Track or speak with our experts


Section 1: ML Problem Framing

  • Module 1: Translate business challenge into ML use case
  • Module 2: Define ML problem
  • Module 3: Define business success criteria
  • Module 4: Identify risks to feasibility and implementation of ML solution

Section 2: ML Solution Architecture

  • Module 1: Design reliable, scalable, highly available ML solutions
  • Module 2: Choose appropriate Google Cloud software components
  • Module 3: Choose appropriate Google Cloud hardware components
  • Module 4: Design architecture that complies with regulatory and security concerns

Section 3: Data Preparation and Processing

  • Module 1: Data ingestion
  • Module 2: Data exploration (EDA)
  • Module 3: Design data pipelines
  • Module 4: Build data pipelines
  • Module 5: Feature engineering

Section 4: ML Model Development

  • Module 1: Build a model
  • Module 2: Train a model
  • Module 3: Test a model
  • Module 4: Scale model training and serving

Section 5: ML Pipeline Automation & Orchestration

  • Module 1: Design pipeline
  • Module 2: Implement training pipeline
  • Module 3: Implement serving pipeline
  • Module 4: Track and audit metadata
  • Module 5: Use CI/CD to test and deploy models

Section 6: ML Solution Monitoring, Optimization, and Maintenance

  • Module 1: Monitor ML solutions
  • Module 2: Troubleshoot ML solutions
  • Module 3: Tune performance of ML solutions for training & serving in production

Exam Track

As part of this accelerated course, you’ll sit the following exam at the Firebrand Training centre, covered by your Certification Guarantee:

Google Cloud Professional Machine Learning Engineer exam

  • Duration: 2 hours
  • Languages: English
  • Exam format: Multiple-choice and multiple-select

What's Included

Your accelerated course includes:

  • Accommodation *
  • Meals, unlimited snacks, beverages, tea and coffee *
  • On-site exams **
  • Exam vouchers **
  • Practice tests **
  • Certification Guarantee ***
  • Courseware
  • Up-to 12 hours of instructor-led training each day
  • 24-hour lab access
  • Digital courseware **
  • * For residential training only. Doesn't apply for online courses
  • ** Some exceptions apply. Please refer to the Exam Track or speak with our experts
  • *** Pass first time or train again free (just pay for accommodation, exams and incidental costs)


There are no formal prerequisites for attending this accelerated course, however Google Cloud recommend you have a minimum of 3 years' experience with Google Cloud products and solutions.

Unsure whether you meet the prerequisites? Don’t worry. Your training consultant will discuss your background with you to understand if this course is right for you.


Here's the Firebrand Training review section. Since 2001 we've trained exactly 124229 students and asked them all to review our Accelerated Learning. Currently, 96.62% have said Firebrand exceeded their expectations.

Read reviews from recent accelerated courses below or visit Firebrand Stories for written and video interviews from our alumni.

"Knowledgeable instructor with lots of experience, using real world examples to make it relatable and focused."
Caroline Yardley. (26/4/2022 (Tuesday) to 29/4/2022 (Friday))

"Intense, clear and lots of fun. Highly recommend."
Anonymous. (26/4/2022 (Tuesday) to 29/4/2022 (Friday))

"Intense, clear and lots of fun, highly recommend."
Anonymous. (26/4/2022 (Tuesday) to 29/4/2022 (Friday))

"The instructor did a good work in delivering the material. Very helpful and willing to go the extra mile to support the students."
KB. (25/4/2022 (Monday) to 30/4/2022 (Saturday))

"It is was proper challenge, but the instructor provided the content with a flamboyant and upbeat style and despite the sometimes try nature of the material, the instructor was able to keep us all well engaged. Probably the best trainer I have had."
Michael Ross, NHS England. (25/4/2022 (Monday) to 30/4/2022 (Saturday))

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