Machine Learning Operations Specialist

3 weeks ago

London Area, United Kingdom identifi Global Resources Full time

Job Summary

We are seeking a highly skilled Machine Learning Operations Specialist to join our team at identifi Global Resources. As a key member of our data science team, you will be responsible for developing and implementing machine learning models and deploying them into production environments.

Key Responsibilities

  • Review and improve existing data science models and propose new architectures.
  • Document CI/CD pipelines for machine learning models and ensure they are operational by the expected date.
  • Collaborate with data scientists, data engineers, and domain experts to collect requirements and establish project goals.
  • Implement machine learning algorithms using Python, Scala, and relevant libraries and frameworks.
  • Evaluate model performance, conduct A/B testing, and iteratively improve model accuracy and efficiency.
  • Implement MLOps best practices to improve the development, deployment, and monitoring of ML models.

Requirements

  • Experience as a ML Ops Engineer is essential.
  • Experience of developing and implementing ways of working.
  • Experience in Developing and enforcing best practices for machine learning lifecycle management using Azure Databricks.
  • Good to have skills in containerization like Docker and ACR.
  • High-level expertise in the Python programming language including PySpark.
  • Proficiency in utilising machine learning libraries and frameworks like PyTorch, ONNX, and XGBoost.
  • Strong understanding of software testing and CI/CD principles and version control (Git, MLFlow) for automated deployment of machine learning systems.
  • Familiarity with our systems (Azure cloud platform covering Azure DevOps Pipelines, Azure Functions, AzureML, Azure Databricks, CosmosDB) is desirable.
  • Excellent problem-solving skills and analytical thinking.
  • Strong communication and collaboration skills.

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