Professional Certificate in Machine Learning Operations

Machine Learning Solution Design: 3, 4, 5 Jul 2023 | 9am-5.30pm | Classroom Learning
Production, Deployment and Sustainment of Machine Learning Solutions: 2, 3, 4 Aug 2023 | 9am-5.30pm | Classroom Learning

Duration: 6 Days

Course Objectives

This Professional Certificate will equip learners with the following competencies:

  • Understand Machine Learning Operations (MLOps) as a set of practices that aims to deploy and maintain Machine Learning (ML) models in production reliably and efficiently.
  • Understand Machine Learning models are tested and developed in isolated experimental systems.
  • Understand the MLOps steps in the ML pipeline to automate the execution of the pipeline for continuous training (CT) of the models.
  • Learn how to iteratively and continuously cater to changing business needs, as the Continuous Integration / Continuous Delivery (CI/CD) practices are adopted to create and implement new model pipelines.

Job Role Readiness

This Professional Certificate will prepare learners in the following job roles to perform their responsibilities more effectively:

  • Data Engineers
  • Data Analysts
  • Software Engineers

Who Should Attend

Any professionals involved in Machine Language lifecycle management.


At least a polytechnic diploma

Course Convener

(Click their photos to view their short biographies)

ddddd Ganesh Neelakanta Lyer

Dr Ganesh Neelakanta LyerDr Ganesh Neelakanta Lyer

Course Fees

Singapore Citizens
39 years old or younger
40 years old or older
Singapore PRs
Enhanced Training Support for SMEs
International Participants

Total Nett Programme Fee Payable, Including GST, after additional funding from the various funding schemes

Participants must fulfill at least 75% attendance and pass all assessment components to be eligible for SSG funding.

To enquire, email

To register, click Register

Course Code:

Machine Learning Solution Design: TGS-2022014568 (Classroom Learning) / TGS-2022014576 (Synchronous e-learning)

Production, Deployment and Sustainment of Machine Learning Solutions: TGS-2022014570 (Classroom Learning) / TGS-2022014574 (Synchronous e-learning)

For members of public and NUS Alumnus (without R&G Voucher), please follow the steps below:

Select Short Course / Modular Course -> Apply for Myself -> Browse Academic Modules / Short Courses-> Module/Course Category -> Short Courses -> Browse Courses-> Strategic Tech Mgt Institute (Faculty/Department / Unit)

Please download the user guide for NUS Online Application Portal after you click ‘Apply for Myself’ if you need assistance.