Software Engineer in Machine Learning Infra - Singapore - Tik Tok

    Tik Tok
    Tik Tok Singapore

    1 week ago

    Full time
    Description

    Responsibilities

    • Serving and training infra optimization of machine learning models
    • Build and maintain high performance online services for TikTok recommendation system
    • Build globalized large-scale recommendation system
    • Research, design, and develop computer and network software or specialised utility programs
    • Analyse user needs and develop software solutions, applying principles and techniques of computer science, engineering, and mathematical analysis
    • Update software, enhances existing software capabilities, and develops and direct software testing and validation procedures
    • Work with computer hardware engineers to integrate hardware and software systems and develop specifications and performance requirements

    Qualifications

    • Bachelor's degree or above, majoring in Computer Science, or related fields, with 3+ years of experience building scalable systems.
    • Experience at least one or two programming languages in Linux environment such as C/C++/golang;
    • Understand GPU hardware architecture, understand GPU software stack (CUDA, cuDNN), and have experience in GPU performance analysis;
    • Have experience in deep model inference/training, debugging, tuning, and familiar with model optimization tools such as TVM, MLIR, XLA;
    • Familiar with mainstream machine learning frameworks (e.g., Tensorflow, Pytorch, MxNet);

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