Cloud Native MLOps Architect

5 days ago


Singapore NEW TONE CONSULTING PTE. LTD. Full time

At NEW TONE CONSULTING PTE. LTD., we are looking for a skilled Senior MLOps Engineer to lead the development and deployment of generative AI and ML applications.

About the Role:

This role involves leading the design, development, and deployment of machine learning models in production environments using Microsoft OpenAI, Domino Data Lab, and Mistral models.

Responsibilities:
  1. Lead Model Deployment and Optimization: Lead the deployment, optimization, and monitoring of machine learning models in production environments.
  2. Manage Infrastructure: Manage ML infrastructure, ensuring scalability and reliability on cloud or on-premise platforms.
  3. Develop CI/CD Pipelines: Build CI/CD pipelines for model deployment and automate ML workflows.
  4. Implement Containerization: Implement containerization (Docker, Kubernetes, OpenShift) for model packaging.
  5. Set Up Model Monitoring: Set up model monitoring, logging, and performance tracking.
  6. Ensure Regulatory Compliance: Ensure regulatory compliance with data protection standards.
  7. Collaborate with Teams: Collaborate with data scientists and application teams to improve ML operations.
Requirements:
  • 7+ Years of IT Experience: Possess 7+ years of IT experience with a focus on MLOps.
  • Azure, AWS, or GCP Experience: Have hands-on experience with Azure, AWS, or GCP for ML model deployment.
  • ML Frameworks: Be proficient in ML frameworks such as scikit-learn, TensorFlow, PyTorch, and Keras.
  • Programming Languages: Be proficient in programming languages like Python, Bash, Go, and Ruby, and have working knowledge of Linux environments.
  • MLOps Tools: Have strong understanding of MLOps tools such as Kubeflow, MLFlow, Airflow, and DataRobot.
  • IaC and CI/CD Pipelines: Experience with IaC (Terraform, CloudFormation) and CI/CD pipelines.
  • APIGEE API Management: Knowledge of APIGEE API Management, model versioning, and performance tuning.
  • Mistral Models and Generative AI Tools: Experience with Mistral models and generative AI tools.
  • MLOps Certification: Hold MLOps Certification or Domino Data Lab Certification.
  • Agile Methodologies: Working knowledge of Scrum/Agile methodologies.


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