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ML Data Engineer
ML Data Engineerhedgehog lab • Dallas, Texas, .US
ML Data Engineer

ML Data Engineer

hedgehog lab • Dallas, Texas, .US
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Principal ML Data Engineer

Location : Remote (UK-based)

Contract : 3 months

Start : ASAP

About the Project

We’re working with a leading construction technology company to help them harness AI across their business. They have a large library of specifications, contracts and bids, and this project focuses on turning that data into value through rapid AI experimentation and proofs of concept.

You’ll work in a fast-paced environment where progress matters more than perfection, helping identify high-impact use cases for further investment.

What You’ll Do

  • Lead AI-driven proofs of concept from idea to delivery
  • Build and iterate on data pipelines and ML models to enhance business processes
  • Identify and prototype AI opportunities in automation, prediction and document intelligence
  • Work hands-on with large, complex datasets

Why You’ll Love It

  • Fast-moving, innovative project with real-world impact
  • Autonomy to explore and experiment
  • A culture that values getting things done over perfection
  • What We’re Looking For :

    Solution Development

  • Experience leading AI-driven proofs of concept from ideation to deployment
  • Ability to identify and develop AI opportunities within business workflows
  • Experience embedding AI solutions that enhance existing processes rather than operate as standalone tools
  • Strong understanding of AI use cases including automation, predictive analytics and document intelligence
  • Data Architecture and Engineering

  • Expertise in building scalable data pipelines to support ML model development and rapid prototyping
  • Skilled in working with both structured and unstructured data sources
  • Machine Learning

  • Experience designing, training and deploying NLP models for document summarisation, classification or key information extraction
  • Proficiency in developing predictive analytics
  • Understanding of model evaluation metrics and testing frameworks
  • Technical Skills

  • Strong Python programming skills and experience with frameworks such as PyTorch, TensorFlow, scikit-learn or Hugging Face Transformers
  • Familiarity with cloud-based ML environments such as Azure ML, AWS Sagemaker or GCP Vertex AI
  • If you meet the requirements, apply with your CV or email it to tom@hainton.com

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    Data Engineer • Dallas, Texas, .US

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