Sr Data Scientist
工作概要:
Our R&D teams at Lucasfilm and ILM are seeking a Sr Data Scientist to join a strategic R&D initiative focused on Generative AI. The goal of this project is to develop a robust data curation pipeline that can help identify and leverage our most useful assets and media for technical model training.
You will play a critical role in bridging the gap between raw visual data and advanced machine learning applications. You will be responsible for the statistical analysis, sampling strategies, and evaluation metrics required to ensure our training data is diverse, relevant, and optimized for next-generation image and video synthesis.
This role is considered Hybrid, which means the employee will work 2-3 days onsite at our San Francisco location and occasionally from home. This is a project position for 6 months.
What you’ll do
Data Strategy & Diversity Analysis
Independently design and implement statistical methods to ensure curated datasets retain representative coverage across various visual attributes, stylistic choices, and subject matter.
Develop logic to identify and down-weight low-variance or repetitive data points to maximize training efficiency.
Collaborate with key stakeholders on algorithms for de-duplication to automatically eliminate redundant or near-identical assets from the training corpus.
Evaluation Metrics & Quality Assurance
Design and lead implementation of automated metrics to assess the quality of generative images and videos.
Validate automated quantitative metrics by correlating them against qualitative feedback provided by senior creative stakeholders.
Establish success criteria for model fidelity, accuracy, and stylistic consistency.
Pipeline Integration
Work closely with the engineering team to integrate data cleaning, normalization, and sampling modules into a scalable automated pipeline.
Assist in defining taxonomy and metadata standards to systematically organize unstructured visual assets.
Project Focus & Timeline
This is a fast-paced, 6-month initiative. You will move through rapidly iterating phases:
Phase 1: defining data taxonomy and establishing baseline automated metrics.
Phase 2: refining metrics for temporal consistency and validating against initial model fine-tuning runs.
Phase 3: final validation of metrics and delivery of fully curated, optimized datasets for cold storage.
What We’re Looking For
5+ years experience in related field
Education - Bachelor’s degree in Data Science, Computer Science, or a related field of study, and/or equivalent work experience. Master’s Degree preferred
Experience: Proven background in Data Science with a strong emphasis on Computer Vision, Generative AI, or Deep Learning.
Technical Skills: Proficiency in statistical analysis and dataset curation (distribution analysis, sampling techniques). Experience working with large-scale unstructured media data is a plus.
Evaluation Expertise: Familiarity with standard and novel metrics for evaluating Generative Models (e.g., FID, FVD, or similar).
Communication: Ability to translate complex statistical insights for engineering partners and non-technical creative leads.
The hiring range for this position in San Francisco is $155,400-$208,400 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Industrial Light & Magic:
ILM 由 George Lucas 於 1975 年創立,擁有世界領先的設施,服務電影、商業製作和吸引力產業。ILM 已為 325 多個拍攝影片創造了視覺效果,並在有史以來全球票房前 10 名中的 7 部中發揮了重要作用,並在前 50 名中參與了 25 部。ILM 設定了視覺效果的標準,在電影歷史上打造一些極有魅力的角色。公司為數碼革命的前沿,繼續在視覺效果、VR、AR以及沉浸式影院中開辟新天地。
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。
這個職位隸屬於 Lucasfilm Ent Co Ltd, LLC Payroll Svc,其所屬的業務部門是 Industrial Light & Magic。
Lucasfilm Ent Co Ltd, LLC Payroll Svc 是提供平等就業機會的僱主。求職者都會獲得聘僱考量的機會,不分種族、宗教、膚色、生理性別、性傾向、社會性別、性別認同、性別表達、原國籍、血統、年齡、婚姻狀態、軍人或退伍軍人身份、醫療狀況、遺傳資訊或殘疾狀況、或者聯邦、州級或地方法律所禁止的其他任何基本特徵。Disney 提倡讓所有人的想法和決策都有助我們發展、創新、創造最好故事的商業環境,並與瞬息萬變的世界息息相關。
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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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