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Gurgaon

    MLOps Engineer - Gurgaon/Gurugram, India - Talent Socio

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    permanent Technology / Internet
    Description

    Position: Machine Learning Operations Engineer at [Company Name]


    Responsibilities:

    • Design and implement scalable data pipelines and engineering infrastructure to support machine learning systems at scale.
    • Collaborate with data scientists to operationalize and deploy offline models into production-ready systems.
    • Develop and deploy robust tools and services to streamline machine learning training, inference, and monitoring processes.
    • Evaluate and integrate new technologies to enhance the performance, maintainability, and reliability of machine learning systems.
    • Apply best practices of software engineering, including CI/CD, automation, and version control, to machine learning workflows.
    • Ensure audibility, versioning, and data security standards are met throughout the model development lifecycle.
    • Lead the development and deployment of proof-of-concept machine learning systems to demonstrate feasibility and efficacy.
    • Automate the deployment and scaling of machine learning models in production environments.
    • Monitor and maintain the performance, accuracy, and reliability of deployed machine learning models.
    • Establish and manage continuous integration and delivery pipelines for efficient model deployment.
    • Collaborate closely with data scientists, software engineers, and other stakeholders to ensure effective deployment and operation of machine learning models.
    • Enforce security, privacy, and compliance measures to safeguard machine learning models and associated data.
    • Stay abreast of the latest advancements and trends in MLOps to drive innovation.

    Requirements:

    • Bachelor's or Master's degree in Computer Science, Information Technology, or a related field.
    • 3-7 years of experience in data engineering, software development, or a related field.
    • Proven experience in building end-to-end systems as a Platform Engineer, MLOps Engineer, or similar role.
    • Hands-on experience with MLOps tools such as MLFlow, Azure Machine Learning, or equivalent.
    • Proficiency in Python and strong software engineering skills in developing complex, multi-language systems.
    • Experience with cloud computing platforms (e.g., AWS, Azure, GCP) and database systems.
    • Demonstrated ability to build custom integrations between cloud-based systems using APIs.
    • Familiarity with containerization technologies (e.g., Docker) and Kubernetes in cloud environments.
    • Ability to translate business requirements into technical specifications effectively.
    • Solid understanding of software testing, benchmarking, and continuous integration practices.
    • Exposure to machine learning methodologies and best practices.
    • 2 years of experience working with Cloud Platforms (e.g., Microsoft Azure, AWS, GCP).
    • 2 years of experience in Python, Databricks/Hadoop.
    • 2 years of experience in MLOps.

    Good to have:

    • Curiosity, consultative mindset, and eagerness to explore new technologies.
    • Ownership mindset with a commitment to delivering high-quality work.
    • Strong communication skills to engage with external stakeholders across global clients and the internal team of engineering, product, and business.

    Location: Gurgaon


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