Post-Training Research Scientist

2 weeks ago


San Francisco, California, United States essential AI Full time
Job OverviewCompany Background

Essential AI is dedicated to enhancing the synergy between humans and technology, enabling collaborative capabilities that surpass current limitations. We are committed to creating exceptional user experiences by innovating across all layers, from user interface design to the underlying models that deliver optimal user value.

Our philosophy centers on the belief that a small, dedicated team of passionate individuals can achieve significant breakthroughs. We are assembling a top-tier, multi-disciplinary team eager to tackle challenging real-world AI issues. Our efforts are well-supported by leading investors, ensuring a robust foundation for our initiatives.

Position Summary

The Research Scientist focusing on Post-Training will spearhead our research initiatives aimed at enhancing the efficiency, performance, and resilience of our AI models. This role involves cross-functional collaboration to devise innovative techniques for fine-tuning, adapting, and updating models, thereby driving substantial business value and improving our product offerings.

Key Responsibilities
  • Lead or significantly contribute to research projects that enhance the practical capabilities of our models.
  • Work closely with product teams to bridge the gap between research and application, identifying capability deficiencies and assessing progress.
  • Direct research initiatives centered on post-training models for enterprises; design and implement experiments to boost the post-training functionalities of our models.
  • Develop novel algorithms and methodologies for efficient model fine-tuning and adaptation.
  • Create synthetic datasets and evaluation metrics tailored for enterprise applications.
  • Analyze outcomes and extract insights to inform future research endeavors.
  • Stay updated on the latest advancements in post-training methodologies, integrating relevant findings into research and product development.
Qualifications
  • Proven research experience focusing on post-training and optimization of large language models using frameworks like Megatron, DeepSpeed, and MaxText.
  • Strong foundational knowledge in machine learning and a principled approach to research.
  • Experience in developing new methods or enhancing existing techniques in machine learning or related domains.
  • Proficiency in programming languages prevalent in machine learning research, particularly Python.
  • Excellent problem-solving, analytical, communication, and teamwork skills.
  • A passion for building innovative solutions in a dynamic, collaborative environment.
  • (Preferred) Prior experience in enhancing products and user experiences through machine learning applications.

We encourage individuals who may not meet every requirement but are enthusiastic about advancing these techniques to consider this opportunity.

Essential AI is committed to fostering a workplace free from discrimination and harassment, ensuring equal employment opportunities for all individuals regardless of their background.



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