Large-scale Graph Neural Network

7 days ago

Singapore TikTok Full time

Responsibilities
TikTok will be prioritizing applicants who have a current right to work in Singapore, and do not require TikTok's sponsorship of a visa.

TikTok is the leading destination for short-form mobile video. Our mission is to inspire creativity and bring joy. TikTok has global offices including Los Angeles, New York, London, Paris, Berlin, Dubai, Singapore, Jakarta, Seoul and Tokyo.

Why Join Us
At TikTok, our people are humble, intelligent, compassionate and creative. We create to inspire - for you, for us, and for more than 1 billion users on our platform. We lead with curiosity and aim for the highest, never shying away from taking calculated risks and embracing ambiguity as it comes. Here, the opportunities are limitless for those who dare to pursue bold ideas that exist just beyond the boundary of possibility. Join us and make impact happen with a career at TikTok.

We are looking for talented individuals to join us for an internship. Internships at TikTok aim to offer students industry exposure and hands-on experience. Watch your ambitions become reality as your inspiration brings infinite opportunities at TikTok.

About the Team

**Responsibilities**:
1. Participate in designing and developing distributed training systems for large-scale graph neural networks; relevant work will be summarized for submission to top conferences in the systems field.
3. Research and explore the future development of graph neural networks, including combining various GNN algorithms and system optimization.

**Qualifications**:
1. Proficiency in C++ and Python development within a Linux environment, with expertise in multithreading and network programming techniques.
2. Experience in programming with TensorFlow and Pytorch; familiarity with existing GNN systems (e.g., DGL, PYG, Euler, AliGraph, etc.) is preferred;
3. Knowledge of GNN related algorithms, including but not limited to GraphSAGE, LINE, DeepWalk, KNN, etc.
4. Familiarity with graph algorithm optimization and implementation on heterogeneous hardware, such as GPU and FPGA.
5. Good communication and team collaboration skills.

TikTok 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 TikTok, our mission is to inspire creativity and bring joy. 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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