Google Cloud Big Data and ML Fundamentals

Programme Code D150
Data Science & AI
ICT Infrastructure
Learning Partner(s)
1 Day
Format Online
Machine Learning Cloud Application Engineering Data Exploration & Analysis Cloud Infrastructure
Job Roles
ICT&SS Professional Infrastructure Engineer Infrastructure Architect Data Engineer AI Engineer


This course is delivered by CloudMile.

This course introduces the Google Cloud big data and machine learning products and services that support the data-to-AI lifecycle. It explores the processes, challenges, and benefits of building a big data pipeline and machine learning models with Vertex AI on Google Cloud.

Key Takeaways

At the end of this programme, you will be able to:

  • Recognise the data-to-AI lifecycle on Google Cloud and the major big data and machine learning products
  • Design streaming pipelines with Dataflow and Pub/Sub
  • Analyse big data at scale with BigQuery
  • Identify different options to build machine learning solutions on Google Cloud
  • Describe a machine learning workflow and the key steps with Vertex AI
  • Build a machine learning pipeline using AutoML

Who Should Attend

Please refer to the job roles section. 

Programme Structure

This course is delivered via Virtual Instructor-Led Training. There is technical assessment which includes labs and quiz sessions as part of this course.


Full Fee

Full course fee


8% GST on nett course fee


Total nett course fee payable, including GST S$734.40

With effect from 1 Jan 2023 till 31 Dec 2023

Upcoming Classes

Class 1
09 Nov 2023 to 09 Nov 2023 (Full Time)
Duration: 1 day
When: Nov - 09
Time : 9:00 AM to 5:00 PM

How To Register


Step 1 Apply through your organisation's training request system

Step 2 Your organisation's training request system (or relevant HR staff) confirms your organisation's approval for you to take the course.

Your organisation will send registration information to the academy.

Organisation HR L&D or equivalent staff can click here for details of the registration submission process.

Step 3 GovTech Digital Academy will inform you whether you have been successful in enrolment.