Research Scientist, Speech & Audio

atInnoDataRemoteUS flagUnited StatesFull-timeResearch ScientistMid-levelSenior$160k – $185k/year

Posted Sep 24

This is a fully remote position, open to applicants in United States.

πŸ“‹ Description

β€’ Develop the design, structure, and assessment frameworks for audio data utilized in speech and audio models.

β€’ Convert requirements for speech and audio models into detailed data specifications, including modalities, transcription and annotation schemas, sampling methods, and evaluation standards.

β€’ Create evaluation methodologies that address semantic accuracy, robustness to noise and accents, code-switching, diarization error rates, speech naturalness and intelligibility, as well as streaming latency.

β€’ Organize, enhance, and sample audio from diverse languages, accents, acoustic environments, demographic groups, emotional tones, paralinguistic ranges, scripted versus spontaneous speech, and various speaker configurations.

β€’ Collaborate with transcription and linguistics leaders to formulate transcription specifications and assess their influence on model performance.

β€’ Work alongside audio solutions and engineering teams to guarantee that collected audio aligns with model objectives.

β€’ Conduct fine-tuning and evaluation experiments with ablation studies that correlate data selection with quantifiable improvements.

β€’ Design adversarial tests and challenging evaluations to discover failures in speech systems.

β€’ Publish benchmarks, methodologies, and research findings.

β€’ Collaborate with annotation teams, subject-matter experts, and synthetic- and augmented-audio pipelines to implement specifications effectively.

β€’ Engage directly with customers and leading labs that are developing ASR, text-to-speech, speech-to-speech, conversational voice, diarization, and audio-language models.


⛳️ Requirements

β€’ Approximately 5+ years of practical experience in the speech or audio machine learning industry.

β€’ A Bachelor's degree in computer science, electrical engineering, or a related technical or quantitative discipline is mandatory.

β€’ Experience in training and evaluating speech or audio models β€” including ASR, TTS, speech-to-speech, speaker, or audio-language models β€” with a solid foundation in PyTorch.

β€’ Proficiency in ESPnet, NeMo, SpeechBrain, Kaldi, HuggingFace, forced alignment, WER/CER, and other relevant speech metrics.

β€’ Practical experience with multilingual, accented, dialectal, low-resource, or code-switched speech.

β€’ Familiarity with synthetic or augmented audio, encompassing TTS pipelines, noise simulation, and room-response modeling.

β€’ Experience in creating evaluation sets and analyzing dataset coverage across various conditions.

β€’ First-author publications or significant contributions to open-source projects in venues such as Interspeech, ICASSP, ASRU, SLT, or NeurIPS.

β€’ Capability to collaborate directly with research scientists from customer and frontier labs.

β€’ Ability to clearly communicate data and modeling choices to both expert and lay audiences.

β€’ A methodical and reproducible approach to experimentation and documentation.

β€’ Interest or practical experience in responsible AI evaluation and red-teaming is an advantage.


🏝️ Benefits

β€’ Competitive salary and performance-based incentives.

β€’ Comprehensive health, dental, and vision insurance.

β€’ Opportunities for professional development and career advancement.

β€’ Flexible work hours and remote work options.

β€’ Collaborative and innovative work environment.

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