Job Description - Data Scientist, AI Lab (AM) (240001OJ)
Data Scientist, AI Lab (AM) - ( 240001OJ )
Overall Role Purpose:
Working within the Group Data Office, you will leverage huge volumes of Structured and Unstructured data to solve real business problems across the OCBC Group.
You will work closely with business to understand their problem statements and transform them into ML and AI challenges when needed.
You will work on a variety of problem from traditional AI and Machine learning to Generative AI problem when needed.
Responsibilities:
Work with business leaders across OCBC Group to identify opportunities for leveraging big data and Data Science to drive value for our customers and business.
Develop and maintain machine learning/deep learning models to achieve the desire business outcomes – such as State of the Art Reinforcement learning system or RAG.
Develop and maintain models in production. Set up controls and monitoring for the models.
Use MLOps processes and tools to monitor and refine Production model performance and accuracy.
Qualifications
Specific Knowledge:
Ideally with a Master’s degree in Statistics, Mathematics, Computer Science, Software Engineering or other quantitative field.
Solid understanding of software engineering design patterns and best practices.
Proficient in writing clear and effective Python code and model documentation.
Hands-on experience, building and deploying AI model pipelines into production.
Familiarity with model deployment via RESTful APIs with tools such as FastAPI and Ray Serve.
Experience with SQL and big data technologies such as Hadoop, Trino, and Spark.
Exposure to unit testing with tools such as Pytest.
Some experience in the use of CI/CD and DevOps tools such as Jira, Jenkins, GIT/Bitbucket.
Have a passion for AI and ML, and want to learn more everyday
Communication & Soft Skills:
Ability to execute in a fast-paced environment.
Creativity to see possibilities within the data & translate into compelling stories, decisions, and actions for non-technical business users.
Strong communication skills and drive to deliver business benefits in the real-world.
Genuine drive to learn and master new technologies and techniques.