2 часа назад
Member of Technical Staff, Data (AI)
200 000 - 350 000$
Мэтч & Сопровод
Для мэтча с этой вакансией нужен Plus
Описание вакансии
Текст:
TL;DR
Member of Technical Staff, Data (AI): Building scalable data pipelines, synthetic data generation systems, and evaluation frameworks for training high-quality datasets for diffusion-based LLMs with an accent on petabyte-scale processing, web crawling, and data curation. Focus on designing distributed storage and retrieval systems, measuring data quality and diversity, and ensuring privacy-compliant data collection.
Location: Bay Area, in office
Salary: $200,000–$350,000 annual base salary, plus equity and benefits.
Company
develops diffusion-based large language models, including Mercury, for faster and more efficient AI inference.
What you will do
- Develop data mixes for LLM training using open-source datasets, synthetic data, and curated human feedback.
- Design and implement petabyte-scale data processing pipelines.
- Build systems for web crawling, data ingestion, and real-time processing.
- Develop distributed tools for data storage, retrieval, and versioning.
- Create evaluation frameworks for data diversity, quality, and representativeness.
- Ensure data collection complies with privacy regulations.
Requirements
- BS, MS, or PhD in Computer Science, Machine Learning, or a related field, or equivalent experience.
- 3+ years of experience building large-scale data processing pipelines for AI or ML applications.
- Strong Python skills and experience with Apache Spark, Beam, or Airflow.
- Knowledge of synthetic data generation, data augmentation, web scraping, crawling technologies, and Common Crawl.
- Understanding of machine learning fundamentals and experience with PyTorch or TensorFlow.
- Experience with SQL and NoSQL databases for structured and unstructured data.
Nice to have
- Experience with LLMs, tokenization, embeddings, and model architectures.
- Experience managing human annotation workflows and quality control.
- Experience with vector databases and embedding-based retrieval systems.
- Knowledge of ethical AI practices, distributed computing, and large-scale storage such as HDFS, S3, or BigQuery.
Culture & Benefits
- Collaboration with AI researchers and the inventors of diffusion models.
- Opportunity to influence foundational AI technology and product direction.
- Competitive salary, equity, and flexible vacation and paid time off.
- Health, dental, and vision insurance with a 401(k) match.
- Catered meals and commuter subsidies.
- Collaborative and inclusive work environment.
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