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Hallmark Global Technologies Inc Logo
Senior ML Ops Engineer
Posted On: 2 days ago
Experience: 8+ years
Availability: Hybrid
Openings: 1
Category: ML Ops Engineer
Tenure: Contract - Corp-to-Corp
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Description

You will design, implement, and maintain scalable end-to-end ML systems and MLOps pipelines. You own the lifecycle from evaluation and statistical modeling to deployment, monitoring, and optimization.

This role is on-site.

Responsibilities

  • Design and implement scalable ML systems, including evaluation techniques, machine learning algorithms, and statistical modeling.
  • Manage end-to-end deployment, metric generation, and continuous model monitoring.
  • Optimize ML models using quantization, pruning, or speculative decoding to improve performance.
  • Identify and resolve system bottlenecks to ensure efficient model execution and infrastructure utilization.
  • Collaborate with teams to define problems, lead inter-team communication, and maintain effective technical documentation.

Required Skills

  • 8+ years of experience with recent hands-on projects in the last 12 months.
  • Strong proficiency in Java (algorithms, dependency/package management) and Python.
  • Hands-on experience with TensorFlow or PyTorch.
  • Proficiency with Docker and Kubernetes for containerization.
  • Knowledge of DevOps principles, CI/CD pipelines, and Terraform.
  • Experience with MLOps lifecycle management and model monitoring.
  • Bachelor's degree in a relevant field.

Preferred Skills

  • Experience with GCP ML tech stack and Infrastructure as Code.
  • Knowledge of big data technologies such as Apache Spark or Hadoop.
  • Experience with on-device ML system development.

Education

Bachelor's degree

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