Research Scientist (LG AI Research Center, Ann Arbor)

LG AI Research의 Research Scientist (LG AI Research Center, Ann Arbor) 직무 입사 지원서

Research Scientist (LG AI Research Center, Ann Arbor) Ann Arbor, Michigan, United States

About LG AI Research Center, Ann Arbor

LG AI Research Center, Ann Arbor was established in March 2022 and tackles cutting-edge research questions to make the world a better place. Our mission is to develop impactful and responsible artificial intelligence that benefits technological innovations, scientific discovery, and all of humanity. We encourage open communication, collaboration, diverse perspectives, and a growth-mindset. We not only hire "well-established experts" in the relevant field of AI but also look for "high-potential candidates" who can ramp up quickly on topics aligned with our mission and values. We do not discriminate against our candidates on the basis of nationality, sex, age, religion, disability, or other legally protected statuses.

Responsibilities

Build and lead your own research agenda.

Develop new datasets, models, architectures, and algorithms in machine learning.

Collaborate on impactful research projects.

Publish scientific articles.

Demonstrate research outcomes to internal and external users.

Topics

Natural Language Understanding

Large language models

Reasoning

Dialog systems

Text generation (Conditional generation, Factual generation)

Curating and building large-scale high-quality datasets/benchmarks

Reinforcement learning

RL + Language

Compositional task generalization

Hierarchical reinforcement learning/planning/imitation learning

Meta/multi-task/transfer reinforcement learning

Offline reinforcement learning

Multimodal learning

Vision-language grounding

Video understanding

Deep generative models (images, videos, text, etc.)

Neural combinatorial optimization

Qualifications

Strong research/publication track record.

Expertise in state-of-the-art research topics and methods.

Proficiency with deep learning frameworks.

Nice to have Ph.D. degree with publications in major machine learning conferences.

Nice to have strong mathematical insights, large-scale modeling experience, dataset publications, and a desire to make breakthroughs.

Recruiting Process

Application Review → Coding Test → Technical Interview (Online) → Culture Fit Interview (Onsite)

The process is subject to change and we will contact you separately if you are selected to move forward with the recruiting process.

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