RE/RS,数据理解(MM)
RE/RS, Data Understanding (MM)
关于团队
数据理解团队负责为OpenAI创建高质量的数据集及其量化表示。这包括合成多模态数据、构建向量量化表示,以及进行处理、过滤、去重、质量控制和分词,以便在大模型训练中有效使用。
关于职位
我们希望提升OpenAI在大规模下准备、整理、合成和理解多模态数据的方式。你将参与研究和生产问题,如合成多模态内容(图像、音频和视频)及其监督信号,改进噪声数据流程,构建更好的质量过滤器,利用模型自动化数据准备,并衡量数据集的变化是否提升模型性能。
我们期望你
- 有通过出版物、项目或应用研究展示出的新颖或改进的机器学习想法的强记录。
- 能够主导并推动研究议程,从选择合适的多模态数据问题到将长期工作推进到实际影响。
- 对OpenAI以实证和协作方式开展的研究感到兴奋。
加分项
- 具有多模态学习、音频、视觉、视频、合成数据或以数据为中心的机器学习的经验。
- 对人工智能的影响有深入思考,包括隐私、来源和数据质量。
- 构建高性能深度学习或大规模数据处理系统的经验。
关于OpenAI
OpenAI是一家人工智能研究和部署公司,致力于确保通用人工智能造福全人类。我们不断拓展人工智能系统的能力边界,并通过我们的产品安全地将其部署到世界。人工智能是一种极其强大的工具,必须以安全性和人类需求为核心来创造。为了实现我们的使命,我们必须包容并重视构成人类全部光谱的不同视角、声音和经历。
我们是平权雇主,不基于种族、宗教、肤色、国籍、性别、性取向、年龄、退伍军人身份、残疾、基因信息或其他适用的受法律保护的特征进行歧视。
更多信息,请参阅OpenAI的积极行动和平等就业机会政策声明 https://cdn.openai.com/policies/eeo-policy-statement.pdf。
对申请者将按照适用法律进行背景调查,合格申请人将被考虑。
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About The Team
The Data Understanding team is responsible for creating the high quality datasets and their quantized representation for OpenAI. This includes synthesizing multimodal data, building VQ representations, and processing, filtering, deduplication, quality control, and tokenization so it can be used effectively in big model training runs.
About The Role
We’re looking to advance how OpenAI prepares, curates, synthesizes and understands multimodal data at scale. You’ll work on research and production problems like synthesizing multimodal content (images, audio, and video) and their supervisions, improving noisy data pipelines, building better quality filters, using models to automate data prep, and measuring whether changes in the dataset improve model performance.
We Expect You To
- Have a strong track record of new or improved ML ideas, through publications, projects, or applied research.
- Own and drive a research agenda, from choosing the right multimodal data problems to carrying long-running work through to impact.
- Be excited by OpenAI’s empirical, collaborative approach to research.
Nice To Have
- Experience with multimodal learning, audio, vision, video, synthetic data, or data-centric ML.
- Thoughtfulness about AI’s impact, including privacy, provenance, and data quality.
- Experience building high-performance deep learning or large-scale data processing systems.
About OpenAI
OpenAI is an AI research and deployment company dedicated to ensuring that general-purpose artificial intelligence benefits all of humanity. We push the boundaries of the capabilities of AI systems and seek to safely deploy them to the world through our products. AI is an extremely powerful tool that must be created with safety and human needs at its core, and to achieve our mission, we must encompass and value the many different perspectives, voices, and experiences that form the full spectrum of humanity.
We are an equal opportunity employer, and we do not discriminate on the basis of race, religion, color, national origin, sex, sexual orientation, age, veteran status, disability, genetic information, or other applicable legally protected characteristic.
For additional information, please see OpenAI’s Affirmative Action and Equal Employment Opportunity Policy Statement https://cdn.openai.com/policies/eeo-policy-statement.pdf.
Background checks for applicants will be administered in accordance with applicable law, and qualified applicants with arrest or conviction records will be considered for employment consistent with those laws, including the San Francisco Fair Chance Ordinance, the Los Angeles County Fair Chance Ordinance for Employers, and the California Fair Chance Act, for US-based candidates. For unincorporated Los Angeles County workers: we reasonably believe that criminal history may have a direct, adverse and negative relationship with the following job duties, potentially resulting in the withdrawal of a conditional offer of employment: protect computer hardware entrusted to you from theft, loss or damage; return all computer hardware in your possession (including the data contained therein) upon termination of employment or end of assignment; and maintain the confidentiality of proprietary, confidential, and non-public information. In addition, job duties require access to secure and protected information technology systems and related data security obligations.
To notify OpenAI that you believe this job posting is non-compliant, please submit a report through this form https://form.asana.com/?d=57018692298241&k=5MqR40fZd7jlxVUh5J-UeA. No response will be provided to inquiries unrelated to job posting compliance.
We are committed to providing reasonable accommodations to applicants with disabilities, and requests can be made via this link https://form.asana.com/?k=bQ7w9h3iexRlicUdWRiwvg&d=57018692298241.
OpenAI Global Applicant Privacy Policy https://cdn.openai.com/policies/global-employee-and-contractor-privacy-policy.pdf
At OpenAI, we believe artificial intelligence has the potential to help people solve immense global challenges, and we want the upside of AI to be widely shared. Join us in shaping the future of technology.