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Filevine

Posted 13 months ago

Open

Machine Learning Engineer

PragueOn-siteContract

AI Summary

Designs and deploys cutting-edge NLP models (e.g., medical summarization, credibility analysis, contradiction detection) and improves transcription pipelines, collaborating with engineers to productionize ML in legal/medical NLP applications.

About this role

Filevine is a Legal AI company delivering Legal Operating Intelligence for the future of legal work. Grounded in a singular system of truth, Filevine brings together data, documents, workflows, and teams into one unified platform—where modern legal work happens with clarity and consistency.

Powered by LOIS, the Legal Operating Intelligence System, Filevine connects context across every matter to transform legal operations from reactive to proactive. LOIS reads, understands, and reasons across your data to surface insight, automate complexity, and give professionals the clarity and confidence to see more, know more, and do more. Fueled by a team of exceptional collaborators and innovators, Filevine’s rapid growth has earned AI awards and recognition from Deloitte and Inc. as one of the most innovative and fastest-growing technology companies in the country.

Role Summary:
At Filevine, you will design and deploy cutting-edge NLP models for tasks like medical summarization, credibility analysis, and contradiction detection, while continuously improving our transcription pipelines and internal AI automation processes. You'll collaborate with engineers to integrate models into production, ensure system stability and accuracy, and drive innovation in NLP, particularly within legal and medical domains, leveraging tools like Python, PyTorch, and AWS.

Responsibilities

  • Develop and improve NLP models for tasks such as medical summarization, credibility analysis, and contradiction detection
  • Continuous improvement of our automatic transcription pipeline and automation of internal processes using AI
  • Ensure high accuracy, stable processes, and optimized infrastructure/monitoring around the models
  • Effectively communicate technical machine learning results in a business context
  • Collaborate with our full-stack engineering team to ensure seamless implementation of ML models in production
  • Promote excellence and best practices across the machine learning team in research, implementation, tooling, and system design
  • Conceptualize and implement new ML ideas in the NLP domain, from validation to production

    • Qualifications

  • Good communication and writing skills in English
  • At least 3 years of experience in machine learning roles involving end-to-end ownership of projects
  • Strong background in NLP; experience with ASR is a plus
  • Advanced experience with PyTorch or other modeling toolkits
  • Good understanding of software engineering principles
  • Working experience with deep learning techniques, particularly in NLP applications
  • Team spirit and independent problem-solving mindset
  • Experience with or interest in legal or medical domain NLP applications is a plus
  • Ability to meet periodically in our Prague office as we value in-person collaboration
  • We are using mostly Python, React, Typescript, Kubernetes and AWS

    • Skills

    ASRAWSDeep LearningKubernetesMedical NLPMLOpsModel DeploymentMonitoring/observabilityNLPPythonPyTorchReactSoftware Engineering PrinciplesTranscription PipelinesTransformer ModelsTypeScript

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