Senior Principal Analyst, Machine Learning, Office - Singapore - SingHealth Group

SingHealth Group

Verified Company

Singapore

1 week ago

Posted by:

Wei Jie

beBee Recruiter

Description

Singapore Health Services Pte Ltd
Senior Principal Analyst, Machine Learning, Office of Insights and Analytics:

Job Category: Administration

Posting Date: 1 Feb 2024You will collaborate with clinicians and end users to conceptualise solutions that address the organisation's challenges with appropriate data and techniques in Data Science, Machine Learning and Artificial Intelligence.

You will drive the framing and scope of the business problem for various domains across Clinical services, Finance and Operations together with key stakeholders.

You will lead the implementation of end-to-end Data and Machine Learning Operations pipeline through best practices in validation and test-driven development, continuous deployment, model monitoring and continuous re-training/integration in order to benefit and make an impact to users.

You will also spearhead and conduct feasibility studies on machine learning technology stacks that will benefit and impact SingHealth, as well as facilitate regular key management meetings and reporting.

Job Requirements

Master's or Bachelor's Degree in Computer Science, Applied Mathematics, Statistics, Operations Research, Engineering, Data Science, Artificial Intelligence, Knowledge Engineering or related quantitative disciplines. Doctorate Degree is an advantage.
Preferably 10 years of handson experience (including postgraduate research) in data mining, machine learning modelling (computer vision, natural language processing, regression, timeseries etc.) and optimisation.
Possess indepth experience in applied machine learning methodology which includes Exploratory Data Analysis, data cleaning and preparation, model training and hyper parameter tuning, model selection and model deployment.
Proficient in data science and programming languages such as Python, R, Scala, machine learning and NLP frameworks such as sklearn, tensorflow, Pytorch, spacy, HuggingFace, etc.
Knowledgeable in SQL, Hadoop/Spark, Graph Database and related databases.
Strong analytical and quantitative solving ability with excellent communication and leadership skills.
Meticulous and able to work independently effectively.
Prior experience in healthcare is an advantage.
Must be fully vaccinated against COVID19.
Req ID: 1818