

Staff Data Engineer
工作概要:
The Skywalker Sound Development Group is seeking an experienced Data Engineer to specialize in the creation, management, and optimization of data pipelines to support cutting-edge AI/ML research. This is a critical role in preparing high-quality datasets for the training, retraining, and evaluation of machine learning models tailored to immersive and multichannel audio applications.
As a Data Engineer, you will focus on developing robust pipelines for processing complex media datasets, enabling AI/ML researchers to build transformative solutions for speech processing, style transfer, and source separation. Your work will directly contribute to creating innovative soundtrack workflows for global media production.
This role is considered Hybrid, which means the employee will work 2-3 days onsite at our Nicasio, CA office and occasionally from home.
What You'll Do
Design, implement, and maintain scalable, automated data pipelines for the ingestion, preprocessing, and transformation of large-scale audio datasets.
Ensure pipelines support efficient model training and retraining workflows, enabling continuous improvement of AI/ML models.
Collaborate with AI/ML researchers to define data requirements and integrate feedback to improve data pipeline functionality.
Develop advanced preprocessing techniques for immersive and multichannel audio formats (e.g., Dolby Atmos, high-order ambisonics).
Automate data cleaning, normalization, and augmentation processes to prepare datasets for various model architectures, including foundational models and transformers.
Integrate external datasets and APIs while ensuring compliance with legal and ethical data usage standards.
Monitor and optimize pipeline performance to handle complex and dynamic data structures effectively.
Create tools and workflows for annotating, labeling, and curating datasets, including the use of active learning methods.
Perform exploratory data analysis to uncover trends, validate dataset quality, and identify data gaps.
What We’re Looking For
Master’s Degree with preference for PhD in Data Engineering/Science, Computer Science, Signal Processing, or a related field.
8+years of experience in data engineering or data science with a focus on building pipelines for AI/ML applications.
Proficiency in Python, with expertise in data manipulation libraries such as Pandas, NumPy, and PyTorch’s data utilities.
Hands-on experience with audio processing libraries and tools (e.g., Librosa, FFmpeg, SoX) for handling complex audio formats.
Familiarity with scalable pipeline tools like GitLab, Apache Spark, Airflow, or Luigi, and experience with containerized workflows (Docker, Kubernetes).
Strong understanding of data pipeline requirements for model training, retraining, and evaluation in iterative research workflows.
Experience with immersive and multichannel audio formats.
Knowledge of cloud-based platforms and tools for storage and processing, such as AWS S3, Redshift, or Google BigQuery.
Strong problem-solving skills, with a proactive mindset for addressing evolving data challenges.
Preferred Qualifications
Experience integrating data pipelines with AI/ML workflows, including active learning and model retraining.
Familiarity with audio-specific datasets and metadata management strategies.
Knowledge of machine learning principles and how data quality impacts model performance.
Experience with distributed training pipelines and large-scale dataset processing.
Contributions to open-source projects or published research in the fields of data science or audio processing.
Experience with visualization tools (e.g., Tableau, Matplotlib) for quality assurance and exploratory data analysis.
Expertise in designing systems to support AI/ML model monitoring and retraining over time.
The hiring range for this position in Nicasio, CA is $166,800 to $223,600 per year. The base pay actually offered will take into account internal equity and also may vary depending on the candidate’s geographic region, job-related knowledge, skills, and experience among other factors. A bonus and/or long-term incentive units may be provided as part of the compensation package, in addition to the full range of medical, financial, and/or other benefits, dependent on the level and position offered.
關於Lucasfilm:
Lucasfilm 是全球電影、電視和數碼娛樂製作領域的領導者。除了電視和電視製作,公司的活動包括視覺效果、音頻後期製作和前沿數碼動畫、互動式娛樂軟件,以及全球營銷活動的管理,包括 STAR WARS 和 INDIANA JONES 的特許經營的管理。Lucasfilm Ltd. 總部位於加利福尼亞州北部。
關於 The Walt Disney Company:
Walt Disney Company 連同其子公司和聯營公司,是領先的多元化國際家庭娛樂和媒體企業,其業務主要涉及三個範疇:Disney Entertainment、ESPN 及 Disney Experiences。Disney 在 1920 年代的起步之初,只是一間卡通工作室,至今已成為娛樂界的翹楚,並昂然堅守傳承,繼續為家庭中每位成員創造世界一流的故事與體驗。Disney 的故事、人物與體驗傳遍世界每個角落,深入人心。我們在 40 多個國家/地區營運業務,僱員及演藝人員攜手協力,創造全球和當地人們都珍愛的娛樂體驗。
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The Walt Disney Company and its Affiliated Companies are Equal Employment Opportunity employers and welcome all job seekers including individuals with disabilities and veterans with disabilities. If you have a disability and believe you need a reasonable accommodation in order to search for a job opening or apply for a position, visit the Disney candidate disability accommodations FAQs. We will only respond to those requests that are related to the accessibility of the online application system due to a disability.
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