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    Research Scientist, Alignment - Seattle, United States - Tata Consultancy Services

    Tata Consultancy Services
    Tata Consultancy Services Seattle, United States

    4 weeks ago

    Tata Consultancy Services background
    Description
    #LI-AS3

    Technical/Functional Skills

    Strong understanding of machine learning principles, especially in the context of LLMs.

    Knowledgable about different LLM approaches for aligning LLMs (SFT, RLHF, .

    Can own and pursue a research agenda, including choosing impactful research problems and autonomously carrying out projects.

    Fluent in at least one statistical programming language such as Python (preferred) or R.

    Demonstrated background in collecting data from human participants (., surveys, experiments) with knowledge about data quality, data validity, etc.

    Strong verbal and written communications skills with the ability to work effectively across internal and external organizations and virtual teams.

    PhD or advanced degree in computer science, machine learning, cognitive science, psychology, economics, or similar (preferred).

    Experience Required

    Strong understanding of ML principles, especially in the context of LLMs. Fluent in at least one statistical programming language such as Python (preferred) or R.

    Roles & Responsibilities

  • Research how to best use techniques like Supervised Fine Tuning (SFT) and Reinforcement Learning with Human Feedback (RLHF) to align LLMs.
  • Work with technical and non-technical stakeholders to align LLMs for specific use cases.
  • Research approaches to ensure LLMs are safe, preventing the generation of harmful content and maintaining alignment with societal norms.
  • Research scalable oversight mechanisms that enable efficient monitoring and control of LLMs as they grow in size and complexity, ensuring consistent alignment with predefined objectives.

    • ­ ­ Generic Managerial Skills

    Strong verbal and written communications skills with the ability to work effectively across internal and external organizations and virtual teams.

    Education

    PhD or advanced degree in computer science, machine learning, cognitive science, psychology, economics, or similar (preferred)

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