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[Remote] Staff Machine Learning Engineer

Remote · Japan Full-time

Note: The job is a remote job and is open to candidates in USA. Jeppesen ForeFlight builds industry-leading aviation software used by pilots, aircraft operators, and major airlines worldwide. They are seeking a Senior Machine Learning Engineer to help build and scale domain-specialized automatic speech recognition (ASR) systems for aviation and operational audio workflows, focusing on developing vertical ASR models optimized for high-accuracy transcription in safety-critical environments.

Responsibilities

  • Design, train, and optimize domain-specific ASR models for aviation and operational communications
  • Develop verticalized speech models tuned for specialized terminology, accents, abbreviations, call signs, and noisy radio/audio conditions
  • Build and maintain large-scale transcription and labeling pipelines for supervised and semi-supervised learning workflows
  • Fine-tune foundation speech models (e.g., Whisper, wav2vec, Conformer, RNN-T, Citrinet, NeMo-based architectures) for aviation-specific use cases
  • Improve transcription quality through language model adaptation, pronunciation lexicons, contextual biasing, and decoding optimization
  • Develop evaluation frameworks and benchmarking methodologies using WER, CER, domain entity accuracy, latency, and robustness metrics
  • Collaborate with product, avionics, data engineering, and platform teams to deploy scalable real-time and batch transcription systems
  • Optimize inference pipelines for edge, cloud, and low-latency streaming environments
  • Research emerging techniques in speech enhancement, diarization, speaker adaptation, multilingual ASR, and audio foundation models
  • Ensure compliance with security, privacy, and operational reliability standards required in aviation environments

Skills

  • Bachelor's or Master's degree in Computer Science, Machine Learning, Electrical Engineering, Linguistics, or related field
  • 3+ years of experience in speech recognition, audio ML, or applied machine learning
  • Strong experience training and fine-tuning ASR models using frameworks such as PyTorch or TensorFlow
  • Experience with modern ASR architectures including: Transformer-based ASR, Conformer, RNN-T, CTC-based systems, Encoder-decoder speech models
  • Experience working with: Speech/audio preprocessing, Forced alignment, Language model adaptation, Beam search decoding, Noise robustness techniques
  • Familiarity with NVIDIA NeMo, Kaldi, ESPnet, Hugging Face, Whisper, DeepSpeed, or equivalent ecosystems
  • Strong Python engineering skills and experience building production ML systems
  • Experience with cloud infrastructure and ML deployment workflows (AWS, Kubernetes, Docker, CI/CD)
  • Ability to work with large audio datasets and distributed training environments
  • Experience building ASR systems for aviation, air traffic control, public safety, defense, or other mission-critical domains
  • Familiarity with VHF/UHF radio communications and noisy-channel audio processing
  • Experience with multilingual or code-switching ASR systems
  • Background in speech enhancement, keyword spotting, diarization, or speaker verification
  • Knowledge of LLM-assisted transcription correction and retrieval-augmented speech systems
  • Experience optimizing models for real-time streaming inference
  • Active pilot experience or familiarity with aviation operations is a plus

Benefits

  • Medical, dental, vision insurance with Employer paid health premiums
  • Open PTO Policy
  • 401(k) with up to 10% company matching and immediate vesting
  • 12 Weeks Paid Maternity Leave
  • 4 Weeks Paid Paternity Leave
  • Flight Training Rewards

Company Overview

  • ForeFlight was founded in 2007 by aviation entrepreneurs who set out to build elegant, high-performing flight planning and flight bag apps for pilots. It was founded in 2007, and is headquartered in Houston, TX, US, with a workforce of 501-1000 employees. Its website is https://foreflight.com.
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