Machine Learning Operations Engineer
6 days ago
Role Summary:
The role will entail managing a team of data engineers responsible for implementing machine learning models and creating highly resilient data pipelines. It will also entail leading various projects including migration activities and POCs.
Job Description:
- Manage big data initiatives for the Data Science and AI Group while working closely with the technology team, vendors, and consultants.
- Coordinate with business and technology stakeholders to ensure that requirements are implemented as expected.
- Facilitate implementation of analytical tools.
- Recommend and maintain the data model that will support business intelligence, advanced analytics, and campaign management initiatives.
- Implement enhancements in the existing MLOps pipeline.
- Establish data quality checks to identify integrity issues and report findings to technology management for resolutions.
- Establish and implement data governance guidelines to ensure delivery of high quality and secure data to meet regulatory requirements and promote efficiency and revenue growth.
- Establish a catalog of commonly used data fields to aid data users in exploring the banks data, improve the understanding of data across the bank, and promote consistency of KPI definition.
- Conduct best practice research to continuously improve current data management and analytic processes and ensure data management and analytics tools/processes are at par with global standards.
- Conduct POC on new solutions.
Technical Skills Required:
- Proficient in data processing tools (SQL, Python, R).
- Strong knowledge of batch and stream data processing techniques (Spark, Kafka).
- Strong knowledge in MLOps and related concepts.
- Experienced in data modelling and data warehousing techniques.
- Experienced in using Git for version control and CI/CD.
- Experienced in using business intelligence tools (Power BI, Tableau).
- Preferably with experience in Cloudera and Snowflake.
- Preferably with experience in the banking and financial services industry.
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