Padmi

Platform Engineer

United States · HybridPosted 1 month ago
Software engineeringUnspecified
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Platform Engineer | Hybrid in Canada

About the Role

We are looking for a Platform Engineer with Machine Learning experience to drive the full lifecycle of machine learning models, from development to deployment and ongoing monitoring. This role requires strong experience in CI/CD workflows, model lifecycle management, and cloud-agnostic solutions . The ideal candidate will work on building and automating ML workflows, ensuring seamless integration and performance of models over time.

Responsibilities

  • Design, build, and manage CI/CD workflows for machine learning models.

  • Develop and implement model lifecycle workflows , including training, deployment, and monitoring.

  • Automate model drift detection and manage re-training cycles to maintain accuracy.

  • Ensure cloud-agnostic deployment strategies and integrate with 3rd-party model lifecycles .

  • Build self-service capabilities to streamline ML model management.

  • Work with trained models , integrate with REST APIs , and oversee model performance monitoring over time.

  • Manage and release artifacts related to machine learning models.

  • Collaborate with data scientists, engineers, and stakeholders to enhance ML infrastructure.

Requirements

  • Strong knowledge of machine learning principles and best practices.

  • Experience with CI/CD pipelines , GitHub Actions , and automated deployment strategies.

  • Hands-on experience with model lifecycle management , including retraining and drift detection.

  • Expertise in cloud-agnostic ML deployment solutions.

  • Familiarity with REST APIs and model serving architectures.

  • Knowledge of monitoring tools for tracking model performance over time.

  • Experience working with third-party models and self-service ML platforms.

  • This is a great opportunity for an ML Engineer who enjoys building scalable, automated workflows and ensuring machine learning models remain performant and reliable over time.

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