Summary
MBZUAI is seeking a Research Scientist specializing in NLP in Abu Dhabi. The role involves research and development to improve the efficiency and capabilities of large language models, including designing algorithms, optimizing models, and processing data. The scientist will integrate LLMs with other models, collaborate with research teams, and document findings for technical reports and publications. Applicants need a master’s degree in computer science or a related field, with a PhD or equivalent NLP research experience preferred, and experience with generative AI and software development.
The posting
As published on mbzuai.ac.ae. Pulled from the employer's site and shown as they wrote it.
Job Purpose:
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.
Minimum
- Master’s in Computer Science, a related technical field, or equivalent practical experience.
Preferred
- PhD or equivalent research experience in Natural Language Processing
Minimum Professional Experience:
- 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.
Preferred Professional Experience:
- 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).