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  • Institute of Foundation Models

    Research Scientist - NLP

    Institute of Foundation Models · 🇺🇸 Sunnyvale, CA · posted 1 day ago
    ApplyFull posting

    Extracted from the posting

    Base
    $150,000 – $450,000
    Remote
    On-site
    Stack
    Python, PyTorch, C++

    TL;DR

    Research Scientist role focused on NLP and large language models at MBZUAI's Institute of Foundation Models. Work includes improving LLM efficiency through novel architectures and pre-training, designing NLP algorithms in PyTorch, and integrating LLMs with computer vision models. Requires a Master's in a technical field and Python or C++ experience.

    About Institute of Foundation Models →

    The full posting

    About the Institute of Foundation Models

    We are a dedicated research lab for building, understanding, using, and risk-managing foundation models. Our mandate is to advance research, nurture the next generation of AI builders, and drive transformative contributions to a knowledge-driven economy.

    As part of our team, you’ll have the opportunity to work on the core of cutting-edge foundation model training, alongside world-class researchers, data scientists, and engineers, tackling the most fundamental and impactful challenges in AI development. You will participate in the development of groundbreaking AI solutions that have the potential to reshape entire industries. Strategic and innovative problem-solving skills will be instrumental in establishing MBZUAI as a global hub for high-performance computing in deep learning, driving impactful discoveries that inspire the next generation of AI pioneers.

    The Role

    As a Research Scientist specializing in Natural Language Processing (NLP) with a focus on large language models and deep learning, your role will be crucial in advancing cutting-edge language processing technologies and contributing to the development of intelligent systems. You will be responsible for a wide range of tasks encompassing research, development, and implementation of NLP solutions, with a particular emphasis on Python coding, machine learning techniques, and deep learning methodologies.

    Key Responsibilities

    • Lead the research of technology for improving the efficiency of Large Language Model (LLM) while performing target capabilities or supporting many capabilities, such as novel architectures and improved pre-training.
    • Design and implement NLP algorithms for model training and prediction, leverage ML infrastructure, and contribute to model optimization and data processing, using Pytorch or other frameworks.
    • Integrate and improve LLM algorithms to work with other models such as computer vision models
    • Identify defined problems/gaps in existing technology and engage other Research teams, stakeholders and leaders to expand efficient LLM technology.
    • Collaborate with peers and stakeholders through design and code reviews to ensure best practices amongst available technologies.
    • Write up results in design documents, technical reports, and papers for publication.
    • Represent MBZUAI at industry conferences and events, showcasing the institution’s cutting-edge HPC and deep learning capabilities and establishing MBZUAI as a global leader in AI research and innovation.
    • Perform all other duties as reasonably directed by the line manager that are commensurate with these functional objectives.

    Academic Qualifications

    • Minimum: Master’s in Computer Science, a related technical field, or equivalent practical experience
    • Preferred: PhD or equivalent research experience in Natural Language Processing

    Professional Experience - Minimum

    • Experience with state-of-the-art Gen AI techniques and models (e.g., LLMs, Multi-Modal, Large Vision Models) or with Gen AI-related concepts (e.g., language modeling, computer vision).
    • Experience with software development in one or more programming languages (e.g. Python, C++), and with data structures/algorithms.
    • Excellent problem-solving and troubleshooting skills to address complex technical challenges.
    • Effective communication and collaboration skills to work with cross functional teams.
    • Ability to effectively navigate ambiguity.

    Professional Experience - Preferred

    • Experience leading research efforts and influencing other researchers.
    • Experience with efficiency, modularity or related topics for LLMs.
    • Experience with ML infrastructure (e.g., model deployment, model evaluation, optimization, data processing, debugging).
    • Experience with design and optimization of algorithms in performance constrained environments (e.g., mobile).
    • Experience in innovative research, contributing to research communities including publishing in forums (e.g., ACL, EMNLP, NAACL, EACL, COLING, ICLR, AAAI, NeurIPS).

    Compensation

    $150,000 – $450,000/year + discretionary performance bonus + benefits

    The posted salary range represents the company’s good faith estimate of the base compensation for this position upon hire. The actual base compensation offered may vary within this range depending on individual qualifications, including but not limited to relevant skills, experience, education, certifications, and specific business needs. In addition to base salary, total compensation includes an annual discretionary performance bonus and comprehensive benefits.

    Benefits Include

    • Comprehensive medical, dental, and vision benefits
    • Bonus
    • 401K Plan
    • Generous paid time off, sick leave and holidays
    • Paid Parental Leave
    • Employee Assistance Program
    • Life insurance and disability

    Compensation: USD 150,000 – 450,000 per year salary