Assistant Manager
Genpact
5 - 10 years
Hyderabad
Posted: 17/12/2024
Job Description
Responsibilities
Design, develop, and implement ML/LLM pipelines for generative AI models, encompassing data ingestion, pre-processing, training, deployment, and monitoring.
MLOps Support and Maintenance on ML Platforms Dataiku/Sagemaker
Automate ML tasks across the model lifecycle, leveraging tools like GitOps, CI/CD pipelines, and containerization technologies (e.g., Docker, Kubernetes).
Implement version control, CI/CD pipelines, and containerization techniques to streamline ML and LLM workflows.
Design and implement monitoring and alerting systems to track model performance, data drift, and other key metrics.
Conduct ground truth analysis to evaluate the accuracy and effectiveness of LLM outputs compared to known, correct data.
Work closely with infrastructure and DevOps teams to provision and manage resources for ML and LLM development and deployment.
Develop and maintain robust monitoring and alerting systems for generative AI models in production, ensuring proactive identification and resolution of issues.
Collaborate with the Generative AI Full Stack Architect and other engineers to optimize model performance and resource utilization.
Manage and maintain cloud infrastructure (e.g., AWS, Azure) for ML workloads, ensuring cost-efficiency and scalability.
Stay up to date on the latest advancements in MLOps and incorporate them into our platform and processes.
Communicate effectively with technical and non-technical stakeholders about the health and performance of generative AI models.
About Company
Genpact is a global professional services firm that offers a wide range of digital transformation services and solutions. With a presence in over 30 countries, Genpact leverages its deep domain expertise in operations and analytics to help businesses transform their operations, improve efficiency, and enhance customer experience. The company combines digital technology, data science, and operational excellence to deliver business outcomes across various industries, including banking, insurance, manufacturing, and healthcare. Founded in 1997 as a subsidiary of GE, Genpact has grown into an independent, NYSE-listed company with a diverse workforce of over 90,000 employees globally.
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