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Google Machine Learning Engineer

Live Online (VILT) & Classroom Corporate Training Course

Become a Google Machine Learning Engineer and develop skills to build, deploy, and optimize scalable AI solutions on Google Cloud using advanced tools like Model Garden and Vertex AI.

Expert-Led VILT & Classroom Hands-On CloudLabs Certification Voucher Available
Google Cloud
CloudLabs
Projects
Assessments
24/7 Support
Lifetime Access

Overview

TheGoogle Machine Learning Engineercertification prepares individuals to build, deploy, and optimize AI and ML solutions on Google Cloud. This course emphasizes practical skills in data engineering, model deployment, and MLOps, enabling engineers to create scalable AI solutions and integrate generative AI tools, such as Model Garden and Vertex AI.

Objectives

By the end of this course, leaner will be able to:

  • Architect low-code and custom AI solutions on Google Cloud.
  • Scale and serve production-ready ML models.
  • Automate and orchestrate ML pipelines for efficient deployment.
  • Monitor and retrain models to maintain AI performance.
  • Integrate generative AI tools and uphold responsible AI practices.

Prerequisites

3+ years of industry experience in AI/ML. 1+ year of experience with Google Cloud ML tools and infrastructure. Proficiency in Python and foundational SQL for ML model development. Familiarity with MLOps practices and AI monitoring. Basic understanding of data processing and distributed data platforms.

Course Outline

  • Data preparation, feature engineering, and foundational model selection.

  • Introduction to Model Garden and Vertex AI Agent Builder for generative AI integration.

  • Orchestrate pipelines with Vertex AI; automate model retraining and deployment workflows.

  • Techniques for model scaling, AI monitoring, and implementing responsible AI practices.

  • Explore MLOps strategies for sustainable ML model lifecycle and infrastructure management.

Available Training Modes

Pick the format that fits your team.

Same authorised curriculum, same trainers, same hands-on cloud labs — delivered the way that works for you.

Live Online (VILT)

Real-time instructor-led sessions over Zoom or Teams. Same classroom, different time zones.

Most popular

Classroom

Face-to-face training delivered at your office, our Bengaluru centre, or any partner venue worldwide.

Onsite

Self-Paced

Recorded sessions plus 24/7 access to cloud labs and assessments. Learn at the pace that works for each engineer.

On-demand

Blended

Live workshops with self-paced reinforcement and project-based labs. Best for hybrid teams across regions.

Hybrid teams
All modes include: hands-on cloud labs, recordings, assessments, certificate of completion. Talk to a solutions advisor →

Our Training Process

How a course becomes measurable skill.

One contract, five steps, zero handoffs. From discovery to deployment, the same Synergific team owns the outcome — not a chain of vendors.

5 Steps from your scoping call to certified, productive engineers.
01

Discover & set goals

We start with a scoping call to understand your team's current skill level, target outcomes, deadlines, and certification needs — then translate that into a measurable success plan with named owners on both sides.

02

Curate the right path

We map the optimal learning path — instructor-led, self-paced, or blended — with hands-on cloud labs, prerequisite refreshers, and certification vouchers built in. No filler modules, no padded curriculum.

03

Deliver hands-on training

Authorised trainers run live sessions backed by 24/7 cloud labs and real-world projects. Theory and practice on the same day — learners stop forgetting concepts before they get to apply them.

04

Assess & mentor

Continuous skill checks, mock exams, and 1:1 mentoring keep the program honest. If anyone falls behind, we course-correct in-flight — you'll never find out at the end that two engineers couldn't keep up.

05

Certify & apply on the job

Voucher-backed certification, post-training office hours, and 30-day reinforcement so skills land on real work — not just on the exam scorecard. Success measured after the course ends, not before.

Client Stories

What our clients say

Voices from L&D leaders, architects, and program managers who’ve trusted us with their upskilling.