Sr. ML OPs Engineer

1 month ago

Bengaluru, Karnataka, India Cognizant Technology Solutions Full time

MLOps Engineer

Key words -Skillset

  • AWS SageMaker, Azure ML Studio, GCP Vertex AI
  • PySpark, Azure Databricks
  • MLFlow, KubeFlow, AirFlow, Github Actions, AWS CodePipeline
  • Kubernetes, AKS, Terraform, Fast API

Responsibilities

  • Model Deployment, Model Monitoring, Model Retraining
  • Deployment pipeline, Inference pipeline, Monitoring pipeline, Retraining pipeline
  • Drift Detection, Data Drift, Model Drift
  • Experiment Tracking
  • MLOps Architecture
  • REST API publishing

Job Responsibilities:

· Research and implement MLOps tools, frameworks and platforms for our Data Science projects.

· Work on a backlog of activities to raise MLOps maturity in the organization.

· Proactively introduce a modern, agile and automated approach to Data Science.

· Conduct internal training and presentations about MLOps tools' benefits and usage.

Required experience and qualifications:

· Wide experience with Kubernetes.

· Experience in operationalization of Data Science projects (MLOps) using at least one of the popular frameworks or platforms (e.g. Kubeflow, AWS Sagemaker, Google AI Platform, Azure Machine Learning, DataRobot, DKube).

· Good understanding of ML and AI concepts. Hands-on experience in ML model development.

· Proficiency in Python used both for ML and automation tasks. Good knowledge of Bash and Unix command line toolkit.

· Experience in CI/CD/CT pipelines implementation.

· Experience with cloud platforms - preferably AWS - would be an advantage.

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