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Not Specified Permanent

San Jose, California · USA job

Principal Research Scientist, Synthetic Data Generation

Nvidia

San Jose, California

Job description

Overview

In this role you will set the technical direction for synthetic data generation across NVIDIA's frontier model efforts. You'll build open-source libraries in the NeMo ecosystem to generate diverse synthetic datasets for text, code, structured, and multimodal data to support pre- and post-training of LLMs like Nemotron. You will lead hands-on software engineering and applied research, collaborating with research, engineering, product, and external labs. You'll scale data pipelines, advance multimodal synthesis, and champion privacy-preserving strategies while publishing impactful research and mentoring the team.

Compensation / Benefits
  • equity
  • benefits
  • remote-friendly options
  • base salary with defined range
  • opportunity for growth and impact
Responsibilities
  • Define and build open-source data-generation libraries for NeMo
  • Build and scale LLM-based data generation pipelines with quality evaluation
  • Pioneer synthetic trajectories and tool-use data for reinforcement learning and reward modeling
  • Advance multimodal synthetic data (image, document, video, audio)
  • Implement privacy-preserving synthesis (differential privacy, anonymization)
  • Develop and maintain APIs, documentation, and SDKs
  • Publish research at top conferences and mentor scientists and engineers
Key requirements
  • PhD in Computer Science, Machine Learning, Statistics, or a related field, or equivalent experience
  • 15+ years of engineering and research experience in synthetic data generation, generative modeling, multimodal ML
  • Deep understanding of LLMs and data's role in pre-training, post-training, and RL
  • Proven track record of developing or maintaining widely used software libraries
  • Experience building and optimizing scalable data pipelines for large-scale model training
  • Strong publication record at NeurIPS, ICML, ICLR, ACL or equivalent
  • collaboration across research, engineering, and product
  • mentorship of scientists and engineers
  • strong communication and documentation
  • LLMs and data shaping for pre-training/post-training/RL
  • synthetic data generation for text, code, structured, multimodal data
  • multimodal data generation (vision-language, documents, video, audio)

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