AI/ML Research - Intern

About Huawei

Huawei is a leading global provider of information and communications technology (ICT) infrastructure and smart devices. With integrated solutions across four key domains – telecom networks, IT, smart devices, and cloud services – we are committed to bringing digital to every person, home and organization for a fully connected, intelligent world. At Huawei, innovation focuses on customer needs. We invest heavily in basic research, concentrating on technological breakthroughs that drive the world forward. We have more than 180,000 employees, and we operate in more than 170 countries and regions.

About The Ireland Research Center

Ireland Research Center's mission is to position Huawei as a recognized technology leader and a global provider of system solutions for terminal and computing devices, in the cloud or telecom infrastructure. To achieve this, we are building an industry-recognized multi-discipline Research Centre of experts with a focus on medium-term to long-term issues. The IRC will work closely with an open, innovative ecosystem with Huawei customers to address real-world issues. The IRC will also engage with key European universities to build a basic research capability to support Huawei technical projects.

About The Job

We are looking for two interns to work with our AI research team, conducting world-class research in the area of future Autonomous Data Management & Agentic AI Systems. The AI research team are working on production Datasets in close collaboration with a team of Domain Experts and Software Engineers.

Fuelled by advancements in Deep Learning and the availability of internet-scale datasets, Large Language Models (LLM) have emerged as a transformative paradigm on the path towards Autonomous Data Management. We are looking for enthusiastic interns that want to apply LLMs to complex problems in telecommunication network self-healing and self-configuration through LLM-based abstract and logical reasoning.

Responsibilities

We are looking for interns who are interested in one or more of the following areas:

• LLMs for reasoning and planning problems (Chain-of-Thoughts, Tree-of-Thoughts).
• Process Reward Models for reasoning and planning.
• LLM reasoning through Reinforcement Learning (Monte Carlo Tree Search, Group Relative Policy Optimisation).
• LLM-based multi-agent systems.
• Automated prompt optimisation.
• RAG technologies
  
  

Requirements

• Currently enrolled in a PhD degree in Computer Science or a related technical field.
• Experience with some of the following: LLMs, Reinforcement Learning, LLM-based reasoning methods, multi-agent systems based on language agents, automated prompt optimisation and RAG Technologies.
• Very good practical experience with training Deep Neural Networks.
• Experience with Python, Pytorch, Scikit-learn,LLM.
  
  

Preferred Qualifications

• Available to work for 20-40 hours per week for a minimum of 6 months.
• Returning to your degree after completing the internship.
• Relevant work experience, including internships, full time industry experience or as a researcher in a lab.
• Ability to design and execute on research agendas.
• Experience with research communities and/or efforts, including having published papers (being listed as author) at conferences (e.g. NIPS, ICML, ICLR, AAAI, AAMAS).
  
  

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