Machine Learning Operations Engineer
Michelin India Private LimitedJob Description
Machine Learning Ops Engineer
Machine Learning Ops Engineer- - - - - - - - - - - -
Machine Learning Ops Engineer is the one who’s responsible for managing and optimizing the deployment and operation of machine learning models in production environments. He/she works closely with data scientists, software engineers, and DevOps teams to ensure that machine learning models are integrated seamlessly into existing systems and can scale effectively.
Role & Responsibilities –
➢ Responsible for design and implementation of secure and scalable infrastructure in Azure cloud.
➢ Build and maintain CI/CD/CT pipeline across azure cloud platform for Data science projects.
➢ Own and automate the infrastructure provisioning, demand forecasting and capacity planning.
➢ Build tools and automation to improve systems availability, reliability, performance, monitoring and scalability.
➢ Setting up the alerts and monitoring for the platform.
➢ Monitoring system, application health, security controls and cost
➢ Envision, implement and rollout best MLOPs/DevOps tools and automation.
Requirements:
➢ Strong understanding of concepts related to Machine Learning, Architecture, and MLOps practices.
➢ Proficient in Azure Cloud practices and managing Azure Kubernetes Service infrastructure.
➢ Hands on experience in Python or any other scripting languages (Groovy, Shell)
➢ Experience with monitoring tools.
➢ Hands-on experience in Docker, Kubernetes.
➢ Excellent experience with source code management tools (git)
➢ Experience with modern cloud development practices such as Microservices Architecture, REST Interfaces etc.
➢ Experience in implementing Data/Model drift.
➢ Strive for Continuous Improvement and build continuous integration, continuous development, and constant deployment pipeline.
➢ Excellent Troubleshooting skills
➢ Always ready to learn more and adopt new cutting-edge technology with right value proposition.
Experience Level
Senior LevelJob role
Job requirements
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