Bytedance - Seattle, WA

posted about 2 months ago

Full-time - Mid Level
Seattle, WA
Professional, Scientific, and Technical Services

About the position

As a Research Scientist in Reinforcement Learning at ByteDance, you will be at the forefront of developing state-of-the-art algorithms that apply to various applications of reinforcement learning. Your role will involve conducting in-depth research and collaborating with cross-functional teams to create enterprise-level platforms that leverage cutting-edge reinforcement learning models. You will be part of the ByteDance Doubao Team, which is dedicated to crafting the industry's most advanced large language models (LLMs) and aims to lead global research while fostering technological and social progress. The Doubao Team, founded in 2023, is committed to exploring and developing large-scale language models, optimizing enterprise applications, and implementing relevant applications such as content generation, reasoning, and code generation. You will also be responsible for data construction, instruction tuning, preference alignment, and model optimization. Your work will contribute to the development and deployment of large language models in a responsible manner, ensuring that the innovations we create are beneficial for users and society at large. In this role, you will have the opportunity to collaborate with software engineers and other research scientists, as well as engage with open-source communities and academia to advance AI development. The position offers a unique chance to explore future usage scenarios of AI technologies and contribute to the most used AIGC application in the China market, the Doubao App. At ByteDance, we believe in the power of creativity and innovation, and we are looking for individuals who share our passion for pushing the boundaries of technology and making a positive impact in the world.

Responsibilities

  • Conduct research and develop state-of-the-art algorithms in various applications of reinforcement learning.
  • Collaborate with software engineers and research scientists to build enterprise-level platforms with cutting-edge RL models.
  • Collaborate with open-source communities or academia to advance AI development.
  • Explore and develop large-scale language models and optimize enterprise applications to the extreme.
  • Implement relevant applications, including content generation, reasoning, and code generation.
  • Engage in data construction, instruction tuning, preference alignment, and model optimization.
  • Conduct in-depth research and exploration of more usage scenarios in future life.

Requirements

  • Experience in reinforcement learning or its applications to NLP, robotics, recommender systems, etc.
  • Proficiency in deep learning frameworks such as PyTorch and TensorFlow.
  • Strong programming skills in languages such as Python or Java.
  • Experience with top-tier conference papers, including ICML, NeurIPS, ICLR, CVPR, ICRA, KDD, etc.
  • Relevant internship experience or recognition as winners of ACM competitions.

Nice-to-haves

  • Experience in natural language processing (NLP).
  • Familiarity with computer vision (CV) and speech recognition and generation.

Benefits

  • 100% premium coverage for employee medical insurance, approximately 75% premium coverage for dependents.
  • Health Savings Account (HSA) with a company match.
  • Dental, Vision, Short/Long term Disability, Basic Life, Voluntary Life and AD&D insurance plans.
  • Flexible Spending Account (FSA) options for healthcare and dependent care.
  • 10 paid holidays per year plus 17 days of Paid Personal Time Off (PPTO).
  • 10 paid sick days per year.
  • 12 weeks of paid Parental leave and 8 weeks of paid Supplemental Disability.
  • Mental and emotional health benefits through EAP and Lyra.
  • 401K company match.
  • Gym and cellphone service reimbursements.
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