Senior AI Researcher - Contractor
Dublin, Ireland
Huawei Ireland Research Centre
Huawei is a leading global provider of information and communications technology (ICT) infrastructure and smart devices.About the job:
We are looking for a Senior AI Researcher to work with our AI research team, conducting world-class research in the area of Intelligent Operations and Management of future Autonomous Telecommunication Networks, influencing market and product development in order to deliver significant business value. The AI research team are working on production datasets in close collaboration with a team of Domain Experts and Software Engineers.
Large Language Models (LLMs) have recently demonstrated the remarkable potential of acting as autonomous agents for decision-making tasks. Their adoption in the telco domain is expected to help realise our vision of zero-touch autonomous networks.
As a Senior AI researcher, your knowledge and experience in building compact multi-modal LLMs for general question-answering, reasoning and planning will be applied to the areas of network self-healing, i.e., fault localisation and troubleshooting, root cause analysis, fault remediation planning. We particularly encourage applicants with domain knowledge of telco network operations and management.
Responsibilities:
- Identify the state-of-art of AI technologies (both in industry and in academic literature) for solving problems in the domain of Autonomous Telecommunication Networks. Emphasis is given on technologies of Large Language Models for general question answering and reasoning / planning for use cases of network self-healing.
- Contribute to rapid and iterative development of validated software prototypes based on AI technologies, and benchmark alternative solutions.
- Work closely with Domain Experts, Data Engineers, and AI researchers. Collaborate with product development teams and partners in Businesses to productionise AI technologies, including providing source code and design documents.
- Conduct technical insights, contribute to strategic planning to maintain Huawei's technological leadership, and propose innovative solutions and ideas for Autonomous Telecommunication Networks.
Requirements
- PhD in Artificial Intelligence or Machine Learning and/or Natural Language Processing.
- 5+ years of industrial or post-doctoral research experience in Artificial Intelligence or Machine Learning.
- Strong hands-on experience with language model technology, especially with Large Language Models.
- Strong hands-on experience with building deep neural networks.
- Good mathematics and statistics background.
- Strong programming skills in Python.
- Practical skills in the use of machine learning frameworks, i.e., Scikit-Learn, Pytorch.
- Problem solving ability, and demonstrated ability to develop new algorithms and methodologies from leading open source initiatives and research papers.
- Domain knowledge of telco networks is a great plus.
- Publication track records in machine learning and computer science conferences and journals, including, but not limited to, ICML, ECML, NIPS, AAAI, IJCAI, IJCNN is a great plus.
Benefits
- Annual leave
- Training & Development
DUE TO THE HIGH VOLUME OF REPLIES, ONLY CANDIDATES WHO ARE SHORTLISTED FOR INTERVIEW WILL BE CONTACTED
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http://career.huawei.com/reccampportal/portal/hrd/weu_rec_all.html
* Salary range is an estimate based on our AI, ML, Data Science Salary Index 💰
Tags: Computer Science ICML Industrial LLMs Machine Learning Mathematics NLP Open Source PhD Privacy Python PyTorch Research Scikit-learn Statistics
Perks/benefits: Career development Conferences
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