LLM platform R&D engineer

5 days ago

Singapore TIKTOK PTE. LTD. Full time
Responsibilities

TikTok is the leadingdestination for short-form mobile video. At TikTok, our mission isto inspire creativity and bring joy. TikTok's global headquartersare in Los Angeles and Singapore, and its offices include New York,London, Dublin, Paris, Berlin, Dubai, Jakarta, Seoul, andTokyo.

Why Join Us

Creationis the core of TikTok's purpose. Our platform is built to helpimagination thrive. This is doubly true of the teams that makeTikTok possible.

Together, we inspire creativityand bring joy - a mission we all believe in and aim towardsachieving every day.

To us, every challenge, nomatter how difficult, is an opportunity; to learn, to innovate, andto grow as one team. Status quo? Never. Courage?Always.

At TikTok, we create together and growtogether. That's how we drive impact - for ourselves, our company,and the communities we serve.

Joinus.

About The Team:

Themission of the TikTok Eng-AI Innovation Center is to explorecutting-edge AGI technologies, including but not limited to LLM,multi-modal LLM (video/image/audio/text/code), etc., to let machinebetter understand user creations on TikTok platform. Regarding tovideo/image/audio/text, enhanced content understanding can bringbetter user experience of searching, recommendation, and can moreaccurately identify and defend internet abuse and fraud on ourplatform. Regarding to code, our developed LLM aims toautomatically re-organize/optimize TikTok codebase, and make thecode/coding become more accessible for TikTok engineers.

Job Responsibilities

1.Participate in the design and implementation of ahigh-availability, scalable, distributed large-model machinelearning platform to support the development and efficientiteration of large models for TikTok;

2. Explorecutting-edge technologies related to large-modelengineering(LLMOps), covering areas such as data processing, modeltraining, inference services, evaluation system, automatedorchestration, prompt engineering, and resourcescheduling;

3. Construct a high-performance,cost-effective large-model inference service architecture thatensures high service availability.;

4. Explorethe application of frontier large models, Code Agents,etc;

Qualifications

MinimumQualification

- Bachelor's degree or higher inComputer Science or related fields, with good communication andteamwork skills;

- Solid programmingfoundation, good coding style, familiar with multi-threadprogramming, distributed computing, network communication, memorymanagement, and design patterns;

- Experiencein engineering R&D or infrastructure, proficient in at leastone of the following development languages: C/C++, Python, Golang;and experience researching and developing distributed systems, withthe capability and experience in optimizing system performance.

- Experience in developing and deployinglarge-scale models, including data processing, training,deployment, and evaluation and DevOps/MLOps;

-Experience in large-model service deployment and optimization anddistributed scheduling, computing, and storage projects like K8s,Ray, Hadoop, Spark, HDFS;

- Familiarity withdeep learning frameworks such as TensorFlow, PyTorch, andunderstanding of large-model engineering frameworks likevllm/langchain.

PreferredQualifications

- Passion for technology, goodcommunication skills and team spirit

TikTok iscommitted to creating an inclusive space where employees are valuedfor their skills, experiences, and unique perspectives. Ourplatform connects people from across the globe and so does ourworkplace. At TikTok, our mission is to inspire creativity andbring joy. To achieve that goal, we are committed to celebratingour diverse voices and to creating an environment that reflects themany communities we reach. We are passionate about this and hopeyou are too.

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