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MLOps Engineer - Python

MLOps Engineer - Python

Pylon Management ConsultingGurgaon
7 days ago
Job description

Responsibilities :

  • Develop, optimize, and maintain scalable machine learning pipelines for training, evaluation, and deployment.
  • Work with research and product teams to productionize AI / ML models, ensuring reliability, scalability, and performance.
  • Automate workflows for data preprocessing, model training, validation, and monitoring.
  • Implement robust monitoring systems for detecting data drift, model degradation, and system anomalies.
  • Build APIs, services, and tools that integrate models seamlessly into end-user applications.
  • Ensure reproducibility, experiment tracking, and version control using modern MLOps practices.
  • Collaborate with engineers to optimize inference performance and reduce latency in production.
  • Stay updated on best practices in applied ML, data engineering, and MLOps.

Requirements :

  • Experience in building and deploying ML models into production.
  • Strong proficiency in Python and ML frameworks (e. g., PyTorch, TensorFlow, Scikit-learn).
  • Experience with data processing frameworks (e. g., Pandas, Spark) and scalable data pipelines.
  • Hands-on experience with cloud platforms (AWS, GCP, Azure) and containerization tools (Docker, Kubernetes).
  • Familiarity with CI / CD pipelines and workflow orchestration tools (Airflow, Prefect, Dagster).
  • Strong understanding of software engineering principles, APIs, and system design.
  • Ability to debug, optimize, and scale ML workloads in production environments.
  • Bonus Points :

  • Experience with monitoring / observability tools for ML systems (e. g., Evidently AI, Prometheus, Grafana).
  • Exposure to vector databases, RAG pipelines, or real-time inference systems.
  • Familiarity with MLflow, Kubeflow, or other experiment management platforms.
  • Contributions to open-source ML / MLOps projects.
  • (ref : hirist.tech)

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    Mlops Engineer • Gurgaon

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