Cloud Machine Learning Pipeline Architect

4 days ago

Kolkata Hyderabad Secunderabad Telangana Chennai, India beBeeMachineLearningEngineer Full time ₹ 15,00,000 - ₹ 25,00,000

Leading a team of experts to develop and maintain robust machine learning pipelines is a vital part of our job. We need someone who can ensure efficient model deployment, monitoring, and lifecycle management within a cloud-based environment.

Responsibilities:
  • We are looking for an experienced MLOps engineer who can build and maintain scalable pipelines in GCP Vertex AI for end-to-end machine learning workflows.
  • The ideal candidate will manage the full MLOps lifecycle from data preprocessing, model training, and deployment to model monitoring and drift detection.
  • They should be able to implement real-time model monitoring and drift detection to ensure optimal model performance over time.
  • We require expertise in building and executing CI/CD containerization and orchestration tools, including Jenkins, GitHub Pipelines, Docker, Kubernetes, and OpenShift.
  • The successful candidate will optimize model training and inference processes using GPU accelerators and CUDA.
  • They will collaborate with cross-functional teams to automate and streamline machine learning model deployment and monitoring.
  • We utilize Python 3.10 with libraries like pandas, NumPy, and TensorFlow for data processing and model development.
  • The selected candidate will set up infrastructure for continuous training, testing, and deployment of machine learning models.
  • Ensuring scalability, security, and high availability in all machine learning operations is crucial by implementing best practices in MLOps.

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