Technical Expert, Large Language Model

1 Month ago • 5 Years + • Research & Development

About the job

Job Description

ByteDance Doubao Team is dedicated to crafting the industry's most advanced LLMs. As a Technical Expert, you'll lead the design, development, and optimization of large language models, focusing on enhancing their performance, scalability, and efficiency. You'll apply advanced algorithms and techniques in NLP, deep learning, and machine learning to improve model accuracy and capability. You'll also conduct cutting-edge research to advance the state-of-the-art in large language models and contribute to influential papers and projects. This role requires strong coding skills, proficiency in data structures and algorithms, and experience with NLP, CV, and speech-related algorithms and technologies. You'll also provide technical guidance and mentorship to team members, sharing expertise in model architecture, training techniques, and deployment strategies.
Must have:
  • Bachelor's degree in Computer Science or related
  • 5+ years of coding experience
  • Strong foundation in data structures and algorithms
  • Expertise in NLP, CV, Speech algorithms
  • Experience with large-scale model training
Good to have:
  • Proficiency in C/C++ or Python
  • Experience with influential projects or papers in CV, NLP, machine learning, deep learning
  • Excellent problem analysis and solving skills
  • Good communication and collaboration skills
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Responsibilities
ByteDance will be prioritizing applicants who have a current right to work in Singapore, and do not require ByteDance's sponsorship of a visa. Founded in 2012, ByteDance's mission is to inspire creativity and enrich life. With a suite of more than a dozen products, including TikTok and Helo as well as platforms specific to the China market, including Toutiao, Douyin, and Xigua, ByteDance has made it easier and more fun for people to connect with, consume, and create content. Why Join Us Creation is the core of ByteDance's purpose. Our products are built to help imaginations thrive. This is doubly true of the teams that make our innovations possible. Together, we inspire creativity and enrich life - a mission we aim towards achieving every day. To us, every challenge, no matter how ambiguous, is an opportunity; to learn, to innovate, and to grow as one team. Status quo? Never. Courage? Always. At ByteDance, we create together and grow together. That's how we drive impact - for ourselves, our company, and the users we serve. Join us. About the Team Founded in 2023, ByteDance Doubao Team is dedicated to crafting the industry's most advanced LLMs. We aim to lead global research and foster both technological and social progress. With a long-term vision and a strong commitment to the AI field, the Team conducts research in a range of areas including natural language processing (NLP), computer vision (CV), and speech recognition and generation. It boasts a robust international presence with labs and research facilities in China, Singapore, and the US. Leveraging substantial data and computing resources and through continued investment in these domains, our team has built a proprietary general-purpose model with multimodal capabilities. This model supports over 50 downstream business services including Doubao, Coze, and Dreamina, which are available to enterprise customers via the Volcano Engine. Currently, the Doubao App is the most used AIGC application in the China market. Responsibilities: 1. Lead the design, development, and optimization of large language models, focusing on enhancing their performance, scalability, and efficiency. 2. Apply advanced algorithms and techniques in NLP, deep learning, and machine learning to improve model accuracy and capability. 3. Conduct cutting-edge research to advance the state-of-the-art in large language models, contributing to influential papers and projects. 4. Provide technical guidance and mentorship to team members, sharing expertise in model architecture, training techniques, and deployment strategies.
Qualifications
Minimum Qualifications: - Bachelor's degree or above, major in Computer Science, computer engineering or related; - ≥ 5 years of excellent coding skills with solid foundation in data structures and basic algorithms; - Familiar with NLP, CV, Speech related algorithms and technologies; - Familiar with large-scale model training process; Preferred Qualifications: - Proficiency in data structures, and fundamental algorithm skills, specifically fluency in C/C++ or Python, winners of competitions such as ACM/ICPC, IOI, TopCoder etc. are preferred; - Experience with influential projects or papers in CV, NLP, machine learning, deep learning are preferred; - Excellent problem analysis and solving skills, able to deeply solve problems in large-scale model training and application; - Good communication and collaboration skills, able to explore new technologies with the team and promote technological progress. ByteDance is committed to creating an inclusive space where employees are valued for their skills, experiences, and unique perspectives. Our platform connects people from across the globe and so does our workplace. At ByteDance, our mission is to inspire creativity and enrich life. To achieve that goal, we are committed to celebrating our diverse voices and to creating an environment that reflects the many communities we reach. We are passionate about this and hope you are too.
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