Applied Machine Learning Orchestration Graduate (AML) - 2027 Start

ByteDance; Singapore; On-site; SGD 70,000 - 120,000; Full time

Job summary

ByteDance AML team in Singapore seeks talented engineers to help scale distributed ML training and inference systems across CPU/GPU resources. You will contribute to scheduling, resource allocation, and efficiency improvements within a scalable ML platform.

Requirements include a Bachelor's in computing or related field and proficiency in Go or Python on Linux, with strong teamwork and self-motivation. This role offers growth in a fast-growing tech environment in Singapore.

Qualifications

• Bachelor's degree in computing or related field.
• Proficient in Go or Python on Linux.
• Familiar with distributed system principles and scheduling frameworks.
• Strong responsibility, learning, communication, and self-motivation.

Responsibilities

• Distributed orchestration & scheduling for deployment of services and training tasks.
• Optimize resource allocation and global efficiency across CPUs/GPUs.
• Contribute to training requirements and framework efficiency.
• Assist offline-to-online synchronization and data/model timing.

Skills

Go

Python

Distributed systems

Linux

Education

Bachelor's degree in computing or related

Job description

Join us as we work together to inspire creativity and enrich life around the globe.

Team IntroductionData

AML is ByteDance’s machine learning platform, providing recommendation/advertising/CV (Computer Vision)/speech/NLP (Natural Language Processing) training and inference systems for Bytedance businesses like Tiktok and Douyin. It empowers business partners with enormous ML computing power and ground-breaking algorithmic innovation. Additionally, it provides core capabilities of machine learning/recommendation systems to external enterprise customers via Volcano Engine/BytePlus. We are looking for talented individuals to join our team. As a graduate, you will get opportunities to pursue bold ideas, tackle complex challenges, and unlock limitless growth.

Responsibilities

• Distributed Orchestration & Scheduling by providing support on distributed deployment of services/model training and inference tasks
• Optimize allocation rate and resource operation efficiency globally and coordinate capacity of various heterogeneous resources (CPU/GPU/heterogeneous hardware/training data)
• Participate in development of training-related requirements (incremental training and API for online learning) and enhance framework efficiency
• Participate in offline-to-online synchronization, data consistency, and model-update timeliness optimization and handle traffic scheduling for heterogeneous resources

Qualifications

• Individuals who are completing or have recently completed a Bachelor's degree in computing or a related discipline.
• Proficient in at least one programming language (Go/Python preferred) in Linux; good programming habits and coding skills.
• Familiar with distributed system principles and open-source distributed scheduling frameworks.
• Strong sense of responsibility; good learning, communication skills, and self-motivated; quick to respond and act.

Preferred Qualifications

• Experience in machine learning system practice.
• Experience in open-source ML orchestration frameworks (e.g. Ray/TFX/Kubeflow).

Job Information

About Us

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.