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machine learning experimentation datasets pretraining📋 Description
- Advance how OpenAI builds and understands pretraining data at scale.
- Treat data quality and curation as core research problems: developing methods to select, transform data.
- Create datasets that improve model capabilities; design rigorous experiments to understand data choices and interventions affect model learning and downstream behavior.
- Work closely with frontier models and web-scale data to build evidence for which approaches work and why, then translate successful research into scalable data processing pipelines.
🎯 Requirements
- 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 problems to carrying long-running work through to impact.
- Be excited by OpenAI’s empirical, collaborative approach to research.
- Thoughtfulness about AI’s impact, including privacy, provenance, and data quality.
- Experience building high-performance deep learning or large-scale data processing systems.
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