Demo

MLOPS Architect

Vminds technologies Inc
Princeton, NJ Contractor
POSTED ON 12/12/2024
AVAILABLE BEFORE 2/5/2025

Job Title : MLOPS Architect

Location: Princeton, NJ (Onsite)

Duration: Long term

Job Type : Contract (We can consider - W2 / C2C )

Responsibilities:

  • overall Experience of 12-15 Yrs Experience supporting machine learning projects.
  • Expert with ML platforms (e.g., TensorFlow, PyTorch).
  • Experience with cloud platforms (e.g. Azure).
  • Bachelor's degree in Computer Science, Engineering, or a related field.
  • Proven experience as a Data Engineer or in a similar role.
  • Experience with big data tools (e.g., Hadoop, Spark) and databases (e.g., SQL, NoSQL).
  • Knowledge of machine learning concepts and workflows.
  • Strong programming skills (e.g., Python, Java).
  • Excellent problem-solving abilities and attention to detail.
  • Strong communication skills to effectively collaborate with other teams.
  • Design and optimize pipelines for model deployments in production environments using containers (Docker or Azure Kubernetes), Azure DevOps and/or MLOps and Azure Data Factory.
  • Knowledge of Azure Databricks pipeline and ML Model deployment is mandatory.
  • Implement efficient microservices frameworks i.e. API Management, message broker, load balancing, etc
  • Troubleshoot, improve, and scale continuous integration, continuous delivery, and continuous deployment (CI/CD) pipelines
  • Write design documents to build consensus for new systems components and enhancements to existing components
  • Extensive programming experience in Python and/or R with knowledge of Object-Oriented Programming.
  • Experience in Azure DevOps & Azure Cloud Services (e.g. Azure Blob, Azure Key Vault, Azure Data Factory) or similar experience with AWS or Google
  • Experience with CI/CD pipelines, Automated Testing, Automated Deployments, Agile methodologies, Unit Testing and Integration Testing tools
  • Demonstrated history of designing solution pipelines from conception to deployment in production environments e.g. Docker containers on Kubernetes-based platforms with data orchestration in Azure Data Factory

Nice to Have:

  • Knowledge of JFrog Artifactory is a plus.
  • Experience with front-end user interface development using various HTML-related tool frameworks like Django, FastAPI (Python), Java/Javascript etc
  • Experience with in memory and/or distributed computing frameworks (e.g. Spark, Hadoop)
  • Conduct performance testing on API endpoints and batch jobs to identify and correct CPU and memory bottlenecks

Job Type: Contract

Schedule:

  • 8 hour shift
  • Day shift
  • Monday to Friday

Ability to Relocate:

  • Princeton, NJ 08540: Relocate before starting work (Required)

Work Location: In person

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