Software Engineer in Machine Learning Infra - Recommendation Architecture (ByteDance Singapore)[...]

ByteDance; Singapore; On-site; SGD 70,000 - 100,000; Full time

Job summary

A leading technology company in Singapore is looking for a Software Engineer in Machine Learning Infra specializing in recommendation architecture. The role involves building and optimizing systems for high availability and performance, applying expertise in programming and GPU technologies. Candidates should have a degree in Computer Science, experience in scalable system design, and proficiency in languages such as C/C++. Join us to work on innovative projects that inspire creativity and enhance user experiences.

Qualifications

• 3+ years of experience building scalable systems.
• Experience in Linux environment with programming languages like C/C++ or Golang.
• Familiar with deep model inference and model optimization tools.

Responsibilities

• Optimize machine learning models for infrastructure.
• Build online services for TikTok's recommendation system.
• Develop globalized large-scale recommendation systems.

Skills

C/C++

Golang

TensorFlow

PyTorch

MxNet

GPU performance analysis

Education

Bachelor's degree in Computer Science or related fields

Tools

CUDA

cuDNN

TVM

MLIR

XLA

Job description

Software Engineer in Machine Learning Infra - Recommendation Architecture (ByteDance Singapore)

Job Code: A111068A

Responsibilities

About The Team Our Recommendation Architecture Team is responsible for building up and optimizing the architecture for our recommendation system to provide the most stable and best experience for our users. The team is responsible for system stability and high availability, online services and offline data flow performance optimization, solving system bottlenecks, reducing cost overhead, building data and service mid-platform, realizing flexible and scalable high-performance storage and computing systems.

• 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

Minimum 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)

Job Information

About Us

Founded in 2012, ByteDance's mission is to inspire creativity and enrich life. With a suite of more than a dozen products, including TikTok, Lemon8, CapCut and Pico 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 ByteDance

Inspiring creativity is at the core of ByteDance's mission. Our innovative products are built to help people authentically express themselves, discover and connect – and our global, diverse teams make that possible. Together, we create value for our communities, inspire creativity and enrich life - a mission we work towards every day.

As ByteDancers, we strive to do great things with great people. We lead with curiosity, humility, and a desire to make impact in a rapidly growing tech company. By constantly iterating and fostering an "Always Day 1" mindset, we achieve meaningful breakthroughs for ourselves, our Company, and our users. When we create and grow together, the possibilities are limitless. Join us.

Diversity & Inclusion

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.