Staff Machine Learning Engineer

Jeppesen ForeFlight Careers

  • Austin, Texas
  • 30+ days ago

    Highlights

    This role focuses on developing vertical ASR models optimized for high-accuracy transcription in noisy, safety-critical environments, including aviation communications, cockpit interactions, operational dispatch, maintenance coordination, and related specialized audio domains. You will work across the full ML lifecycle — data engineering, model training, evaluation, deployment, and optimization — to deliver production-grade speech intelligence capabilities integrated into ForeFlight and broader aviation platforms.

    Numbers & Facts

    LocationAustin, Texas
    Websitehttps://www.jeppesenforeflight.com/careers

    Description

    Jeppesen ForeFlight builds industry-leading aviation software used by pilots, aircraft operators, and major airlines worldwide. As a high-growth, private equity-backed company, we are focused on scaling our operations, strengthening our financial infrastructure, and driving operational excellence across the business. Our team combines deep domain expertise with a collaborative, high-performance culture to solve complex challenges and support continued growth.

    Jeppesen ForeFlight is seeking a Senior Machine Learning Engineer to help build and scale domain-specialized automatic speech recognition (ASR) systems for aviation and operational audio workflows. This role focuses on developing vertical ASR models optimized for high-accuracy transcription in noisy, safety-critical environments, including aviation communications, cockpit interactions, operational dispatch, maintenance coordination, and related specialized audio domains.

    You will work across the full ML lifecycle — data engineering, model training, evaluation, deployment, and optimization — to deliver production-grade speech intelligence capabilities integrated into ForeFlight and broader aviation platforms.

    This position is ideal for someone with deep expertise in speech AI, acoustic modeling, large-scale transcription pipelines, and domain adaptation techniques for specialized vocabularies and constrained communication environments.

    Key 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.

    Required Qualifications

    • 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.

    Preferred Qualifications

    • 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.

    Why Join Us 

    At Jeppesen ForeFlight, we know you want a rewarding career. To do that, you need challenging projects, a good work environment, and awesome coworkers. We believe in our employees, and we empower them to make a direct impact on our products and services. We strive to provide our employees with a world-class benefits experience, focused on supporting their physical, financial, and emotional wellbeing. Our benefits package includes but is not limited to the following:

    • 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

    Pay is based upon candidate experience and qualifications, as well market and business considerations: Summary Pay Range: $208,000-$255,000

    Jeppesen ForeFlight - EOE including Disability/Vets | Pay Transparency | E-Verify Participant | Equal Opportunity Employer

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