The AI Apprenticeship Programme (AIAP)® is a collaboration between AI Singapore and IMDA to develop a pipeline of AI professionals for the industry.Completed two months of self-directed, deep-skilling learning phase in AI Engineering and gained hands-on experience and knowledge in applying classical machine learning (scikit-learn) and deep learning methods (TensorFlow, PyTorch) to solve real-world problems.Designed and implemented DeltaLake to unify ETL workloads, through Spark,… Show more The AI Apprenticeship Programme (AIAP)® is a collaboration between AI Singapore and IMDA to develop a pipeline of AI professionals for the industry.Completed two months of self-directed, deep-skilling learning phase in AI Engineering and gained hands-on experience and knowledge in applying classical machine learning (scikit-learn) and deep learning methods (TensorFlow, PyTorch) to solve real-world problems.Designed and implemented DeltaLake to unify ETL workloads, through Spark, Kafka and migrated data from existing data warehouses. This enables change data capture (CDC) functionality to support audit, rollbacks requirements and tracks data lineage across the data science/ML lifecycle.Implemented scalable end-to-end data pipelines and explored toolsets ranging from data ingestion to meta-data stores as part of building up DataOps capability in AISG. Integrated third-party open source tools for automated data discovery and governance, data versioning for multiple stakeholders. Show less

ICG Technology Production Support (L2)Production Support - Global Markets Regulatory and Data Services”Bridge” between Business/Ops/Compliance teams and software engineers to ensure day-to-day regulatory reporting obligations to global regulators (MAS, HKMA, ASIC etc) were fully complied.Ensured daily OTC valuation completeness metrics maintain above 99% bank wide each day and smooth-running of in-house regulatory applications during APAC hours.Experienced with… Show more ICG Technology Production Support (L2)Production Support - Global Markets Regulatory and Data Services”Bridge” between Business/Ops/Compliance teams and software engineers to ensure day-to-day regulatory reporting obligations to global regulators (MAS, HKMA, ASIC etc) were fully complied.Ensured daily OTC valuation completeness metrics maintain above 99% bank wide each day and smooth-running of in-house regulatory applications during APAC hours.Experienced with incident management, and ensured no Severity 1, 2, 3 incidents during APAC hours by resolving issues timely and escalating to relevant teams.Spearheaded Process Improvement Project which identified and eliminated manual touch-points during Start-of-Week checks. Project is expected to eliminate all high Severity incidents on Mondays. Show less

Management Associate - Technology Analyst, Class of 2018.Production Support - Treasury and Trade Solutions

Assigned to work on specific new requests on office automation, business process re-engineering and improvement initiatives, through advance technical toolsets in programming, database query, business intelligence and decision support systems.

Coursework includes:• Seminar in Information Systems• Data Management• Retail Banking Technology: Processes, IT & ArchitectureFacilitated lessons in assessing quality of group presentations and class participation, conducting group consultation and revision lessons for junior students.

Automated the traditional ICAAP (Internal Capital Adequacy Assessment Process) report from Excel spreadsheet by developing an interactive Qlikview application that improved data visualization and data discovery.