Overview
Group Data Office – AI Lab
Description
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 with AI and generative AI, assessing, building and serving AI applications for conversational bots and content generation.
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 or PhD degree in Statistics, Mathematics, Computer Science, Software Engineering or other quantitative field with 3 years of relevant work experience.
- 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.
- Experience with chatbots and Elasticsearch is a plus.
- 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.
Primary Location
: Singapore
Job
: Data Scientist
Organization
: Group Data Office – AI Lab
Schedule
: Permanent
Job Posting
: 17-Dec-2024, 12:01:04 PM
About OCBC Bank
OCBC is the longest established Singapore bank, formed in 1932 from the merger of three local banks, the oldest of which was founded in 1912. It is now the second largest financial services group in Southeast Asia by assets and one of the world’s most highly-rated banks, with an Aa1 rating from Moody’s. Recognised for its financial strength and stability, OCBC is consistently ranked among the World’s Top 50 Safest Banks by Global Finance and has been named Best Managed Bank in Singapore by The Asian Banker.
OCBC and its subsidiaries offer a broad array of commercial banking, specialist financial and wealth management services, ranging from consumer, corporate, investment, private and transaction banking to treasury, insurance, asset management and stockbroking services.
OCBC’s key markets are Singapore, Malaysia, Indonesia and Greater China. It has more than 570 branches and representative offices in 19 countries and regions. These include about 300 branches and offices in Indonesia under subsidiary Bank OCBC NISP, and over 90 branches and offices in Mainland China, Hong Kong SAR and Macau SAR under OCBC Wing Hang.
OCBC’s private banking services are provided by its wholly-owned subsidiary Bank of Singapore, which operates on a unique open-architecture product platform to source for the best-in-class products to meet its clients’ goals.
OCBC's insurance subsidiary, Great Eastern Holdings, is the oldest and most established life insurance group in Singapore and Malaysia. Its asset management subsidiary, Lion Global Investors, is one of the largest private sector asset management companies in Southeast Asia.
