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About the Role
Adobe's Sound Design AI group (SODA) is seeking a driven Data/ML engineer to advance audio GenAI. Join the team behind Firefly Generate Sound Effects and other AI models integrated into Adobe products. This role is crucial for productizing cutting-edge research into impactful tools for Adobe's creative users.
Responsibilities
- Build, deploy, and monitor large-scale data pipelines for ingesting, filtering, and preprocessing audio and video at scale, ensuring reproducibility and versioning.
- Run in-house models for inference over millions of audio/video files and build data exploration tools.
- Curate and select training data using quantitative metrics and qualitative judgment, maintaining an understanding of the corpus's distribution, balance, diversity, coverage, and redundancy.
- Train or finetune models on pipeline outputs, evaluate their behavior, and use findings to drive new data experiments and ablations, scaling training and optimizing throughput.
- Drive data licensing and acquisition by identifying gaps and opportunities, defining briefs, and working with vendors and producers to license and curate new datasets.
- Own the production, validation, and improvement of training labels and annotations, including model-assisted labeling at scale.
Requirements
- Pipeline-building experience at scale for audio and/or video data with reproducibility and versioning.
- Deep audio domain knowledge, including common datasets, quality metrics and their failure modes, codecs, normalization, and filtering.
- Strong "ears" and critical listening ability.
- Generative-ML research experience to make data decisions, design and run training experiments independently.
- Strong command of evaluation in audio and video modeling.
- Data acquisition and licensing experience, including writing briefs and communicating across stakeholders.
- Excellent communication skills.
Skills
- Audio data pipelines
- Video data pipelines
- Reproducibility
- Versioning
- Audio domain knowledge
- Generative ML
- Data acquisition
- Data licensing
- Communication
Location
- US
Work Type
- Full-time
Experience Level
- P50
- Individual Contributor
Salary/Compensations
- $164,600 - $313,300 annually (US)
- $216,400 - $313,300 annually (California)
Benefits
- Total target compensation (TTC = base + commission) for sales roles
- Annual Incentive Plan (AIP) for non-sales roles
- New hire equity award may be available for certain roles
- Comprehensive benefits programs
About the Company
- Adobe is a company that empowers employees to innovate with AI and is recognized around the world for its exceptional work environment.
- Adobe celebrates creativity, curiosity, and constant learning.
- Adobe is committed to creating a company culture where all employees are empowered to make an impact.
- Adobe focuses on people, purpose, and community.
- Adobe is committed to advancing its mission of empowering everyone to create.
Equal Opportunity
- Adobe will consider qualified applicants with arrest or conviction records for employment in accordance with state and local laws and “fair chance” ordinances.
- Adobe is proud to be an Equal Employment Opportunity employer.
- Adobe does not discriminate based on gender, race or color, ethnicity or national origin, age, disability, religion, sexual orientation, gender identity or expression, veteran status, or any other protected characteristic.
- Adobe aims to make its Careers website and recruiting process accessible to any and all users. If you have a disability or special need that requires accommodation to navigate our website or complete the application process, email accommodations@adobe.com or call +1 408-536-3015.