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Staff ML Engineer (Audio)

Reality Defender

full-remoteleadpermanentbackenddata Full remote - New York, US Today via WTTJ

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Tags

Audio ProcessingDeep LearningMachine Learning EngineeringPythonPyTorchJAXModel EvaluationROC CurvesDET CurvesModel Robustness

About the role

Role Overview

Join Reality Defender as a Staff ML Engineer (Audio) to build, tune, and deploy audio deepfake detection deep learning models for real-world client use.

Responsibilities

  • Design, build, and optimize production-scale ML/DL models for audio deepfake detection.
  • Ensure robustness, reliability, and performance across diverse real-world test conditions.
  • Collaborate cross-functionally with Research, Production Engineering, and Customer Success.
  • Work with clients to understand production environments and define model performance criteria.
  • Monitor and measure model performance in production using data analytics and AI observability tools.

Requirements

  • PhD in Computer Science, Machine Learning, Signal Processing, or related field (or equivalent industry experience).
  • Strong Python programming skills.
  • Experience building and deploying ML/DL models for AI products.
  • Familiarity with audio processing fundamentals.
  • Understanding of classification/detection metrics, including ROC and DET curves and precision/recall trade-offs.
  • Experience with large-scale training and benchmarking pipelines.
  • 2+ years industry experience building and deploying ML/DL models.

Nice-to-haves

  • Comfort working EST hours.
  • Experience in a client-facing or solutions-oriented AI role.
  • Experience with ML frameworks such as PyTorch and JAX.

About Reality Defender

Reality Defender builds AI-based solutions focused on detecting and mitigating audio deepfakes. The role centers on deploying robust machine learning models in real-world client environments, bridging research and production engineering to ensure reliable performance.

Scraped 6/13/2026

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