Omm IT Solutions

MLOps Engineer

Omm IT Solutions

full-time

Posted on:

Origin:  • 🇺🇸 United States

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Job Level

SeniorLead

Tech Stack

ApacheAWSCloudDockerJavaJenkinsKubernetesMongoDBMySQLNumpyPandasPostgresPythonPyTorchScalaScikit-LearnSparkTensorflowTerraform

About the role

  • Ensure that ML models can be effectively developed, deployed, managed, and monitored in production environments.
  • Productionize ML models – integrate trained ML models with production systems.
  • Build and manage ML pipelines – design, build, and maintain automated pipelines including data ingestion, data preprocessing, model training, validation, and deployment utilizing CI/CD practices.
  • Infrastructure management – set up and manage infrastructure for ML workloads utilizing cloud platforms and containerization technologies.
  • Monitoring and alerting – implement monitoring systems to track performance of ML models in production.
  • Automation – automate various tasks within the ML workflow to improve efficiency and reproducibility.
  • Performance optimization – identify ways to optimize the performance, efficiency, and scalability of ML models and their supporting infrastructure.
  • Collaborate with teams and perform all other duties as assigned or directed.
  • Work 100% onsite in Woodlawn, MD, 5 days a week.

Requirements

  • Bachelor's Degree and 7+ years' experience in Computer Science, Mathematics, Engineering or a related field.
  • Masters or Doctorate degree may substitute for required experience.
  • Minimum 5 years of hands-on experience designing, developing, implementing and maintaining ML workflows and data pipelines.
  • Must be able to obtain and maintain a Public Trust (Contract requirement).
  • No Visa Sponsorship Provided; Green Card/EAD can also apply.
  • Strong foundation in AI, ML and LLMs including concepts, algorithms, model training and frameworks (TensorFlow, PyTorch, scikit-learn).
  • Strong programming skills, especially Python, and relevant libraries (scikit-Learn, TensorFlow, PyTorch, NumPy, Pandas).
  • Experience with MLOps platforms and tools (AWS Sagemaker, MLflow, Kubeflow, DataRobot).
  • Experience with CI/CD tools (Jenkins required).
  • Experience with containerization (Docker) and orchestration (Kubernetes).
  • Proficiency with cloud platforms (AWS preferred), Infrastructure as Code (CloudFormation, Terraform), compute and storage (S3, EFS), and networking.
  • Knowledge of data engineering fundamentals including data storage (PostgreSQL, MySQL, MongoDB) and data processing frameworks (Apache Spark).
  • Strong communication, collaboration, problem-solving, analytical, and critical thinking skills.
  • Prior experience with federal or state government IT projects (desired).
  • Familiarity with other programming languages such as Java and Scala (desired).
  • Experience with Natural Language Processing (NLP) for text and language generation (desired).
  • Availability to work 100% onsite in Woodlawn, MD, 5 days a week.
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