Assoc Data Engineer 0766

Position Summary / Project Description

This is a position for a MLOps Functional Analyst, doubling as a Developer for MLOps projects. He/She will manage MLOps platform projects and SingHealth Machine Learning Server along with the projects that require AI model deployment in the SingHealth Cluster.

Role and Responsibilities

: To handle infrastructure set-up, Cloud engineering and deployment of AI/machine learning models in the MLOps platform within the SingHealth cluster

· Review technical solutions for the deployment of AI models, along with the data pipelines and visualization interfaces

· Utilize DevOps tools and automate model deployment / tuning via orchestration

· Provide guidance for maintenance, support and enhancements to model deployment platforms

· Hands-on experience to:

o Analyze, design and develop test for model deployment and automation

o Design and implement API interfaces

o Set up Continuous Integration / Continuous Deployment pipeline

o Work with Data Scientists on understanding and enhancing data models for deployment

o Liaise with Data Engineers on the requirements for each data sources, understand the ETL required

o Work with DBA to manage the DB servers

o Work with Cloud infra engineers for on-boarding to AWS and MS Azure

Requirements / Qualifications

:

· Practical experience of software engineering or software development experience in making AI/ML models production ready

· Degree and equivalent training (e.g. specialist diploma, professional certificate) in Business Analytics, Computer Science / Computer Engineering, Computer Engineering, Information Systems, Mathematics, Statistics, Engineering or related disciplines that possesses an analytical component

· Understanding of programming language such as Python, R and SQL

· Foundational knowledge of Cloud computing and infrastructure setup

· Foundational knowledge of data pipeline, data engineering and data pre-processing

· Foundational knowledge of data visualization tools such as Tableau, QlikSense, Power BI

· Agile and Scrum experience is preferred

· At least 5 years experience in developing, implementing and maintaining IT systems