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Senior Machine Learning Consultant

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Contract
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Job Description

We are seeking a Senior ML consultant who has experience with real-time data platforms. This will be a fully remote contract and outside IR35.

Requirements

  • Experience deploying machine learning models and processes in production settings. This involves repurposing data science code to interoperate with distributed systems.
  • Experience understanding trade-offs regarding changes to complex systems, and being able to select the most appropriate action whilst understanding improvements.
  • Experience writing type-hinted/MYPY-compliant Python in a production setting.
  • Bonus if experience using data validation libraries such as Pydantic and Marshmallow.
  • Bonus if experience writing asynchronous Python code, with the ability to differentiate between blocking and non-blocking routines.
  • Familiarity with the modern data stack, and how to use this stack in a real-time context.
  • Ability to write SQL for both OLTP and OLAP use cases and differentiate between OLTP and OLAP data models.
  • Experience with machine learning orchestration/operations (MLflow, Sagemaker, W&B or similar). Knowledge of model versioning, deployment and metadata tracking frameworks.
  • Experience supporting production systems. Ability when necessary to troubleshoot issues and implement steps to enable service continuity.
  • Experience working with product managers to translate business requirements into technical specifications.
  • Experience working with data scientists in productionizing their pipelines and working with them to ensure pipelines cover necessary edge cases for production code

Tech Stack

  • Python 3.9+.
  • Kubernetes, docker and docker-compose for test orchestration.
  • GitLab CI.
  • AWS.
  • Sklearn, Pandas, Numpy, Scipy and Python statistical packages
  • Trimesh, OpenCV for vision and geometric computing
  • Torch/PyTorch for accelerated/GPU computing

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