研究工程师/研究科学家,数据理解 - 基础
岗位摘要
负责为 OpenAI 创建高质量数据集及其量化表示,涵盖数据合成、构建 VQ 表示,以及处理、过滤、去重、质量控制和分词,以有效用于大型模型训练;将数据质量与策展视为核心研究问题,开发选择、组合和转换数据的新方法
岗位职责
- 负责为 OpenAI 创建高质量数据集及其量化表示,涵盖数据合成、构建 VQ 表示,以及处理、过滤、去重、质量控制和分词,以有效用于大型模型训练
- 将数据质量与策展视为核心研究问题,开发选择、组合和转换数据的新方法
- 创建能够提升模型能力的数据集,并设计严谨实验,理解数据选择与干预如何影响模型学习和下游行为
- 与前沿模型和网络规模数据紧密合作,为哪些方法有效及原因建立证据,并将成功研究转化为可扩展的数据处理流水线
- 推进 OpenAI 在规模化构建和理解预训练数据方面的方法
任职要求
- 在通过发表论文、项目或应用研究提出新的机器学习想法或改进方面拥有出色记录
- 能够拥有并推动研究议程,从选择正确问题到长期推进工作直至产生影响力
- 对 OpenAI 以实证和协作为核心的研究方式充满热情
- 对 AI 的影响有深入思考,包括隐私、数据来源和质量
- 有构建高性能深度学习或大规模数据处理系统的经验
加分项
- 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
- 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.