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If you’re looking for a career that will help you stand out, join HSBC and fulfil your potential. Whether you want a career that could take you to the top, or simply take you in an exciting new direction, HSBC offers opportunities, support and rewards that will take you further. HSBC is one of the largest banking and financial services organisations in the world, with operations in 64 countries and territories. We aim to be where the growth is, enabling businesses to thrive and economies to prosper, and, ultimately, helping people to fulfil their hopes and realise their ambitions.
Job Responsibility:
Establish and maintain best practices for ML Ops, including version control, CI/CD pipelines and the Vertex AI Model Registry and End Points
Implement MLOps tools to streamline model development, training, tuning, deployment, monitoring and explain
Deploy and manage ML models on GCP's Vertex AI platform ensuring efficient and scalable execution
Identify and address performance bottlenecks in ML models and pipelines
Troubleshoot and resolve ML issues ensuring optimal model performance and costs
Work closely with data scientists to prepare and preprocess data for model training and evaluation
Assist in feature engineering and selection to ensure model performance
Develop techniques to visualize and explain model behavior ensuring model transparency and accountability in-line with PRA SS1/23 guidelines
Collaborate with infrastructure and DevOps teams to establish efficient deployment and scaling strategies
Requirements:
Strong proficiency in ML Ops principles and tools
Proficiency in data engineering and pipeline development
Experience with GCP including Big Query, Cloud Composer and Vertex Al
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