Backend Engineer (Large Model Platform), Machine Learning System - Singapore

5 Months ago • All levels • Research & Development

Job Summary

Job Description

ByteDance's Applied Machine Learning - Machine Learning (ML) Systems team is seeking a Backend Engineer to design and develop large-scale machine learning systems. You will be responsible for the architecture of these systems, tackling technical challenges such as high concurrency, reliability, and scalability. The team is focused on building training and inference systems using GPU and advanced chip technology, pushing the boundaries of ML systems to accelerate models like stable diffusion and language modeling. You will be working closely with algorithm teams to optimize both the algorithm and system, covering areas like resource scheduling, model training, inference, data management, and workflow orchestration. This role involves researching, designing, and developing computer and network software, analyzing user needs, and developing software solutions.
Must have:
  • Bachelor's degree in Computer Science, Computer Engineering, or related field
  • Excellent coding skills with strong foundation in data structures and algorithms
  • Proficiency in at least one server-side programming language (Golang, Python, Java)
  • Familiar with Linux development environment
  • Experience with database technologies (MySQL, PostgreSQL, MongoDB)
  • Experience with middleware technologies (Redis, Kafka)
  • Strong understanding of distributed systems principles
  • Experience designing, developing, and maintaining large-scale distributed systems
  • Knowledge of Kubernetes, Prometheus, Containerization, CI/CD
  • Strong sense of responsibility, good learning ability, communication skills, and self-motivation
Good to have:
  • Experience in machine learning, cloud computing, and data pipeline domains

Job Details

Responsibilities
ByteDance will be prioritising applicants who have a current right to work in Singapore, and do not require ByteDance's sponsorship of a visa. About the Company Founded in 2012, ByteDance's mission is to inspire creativity and enrich life. With a suite of more than a dozen products, including TikTok and Helo 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 Us Creation is the core of ByteDance's purpose. Our products are built to help imaginations thrive. This is doubly true of the teams that make our innovations possible. Together, we inspire creativity and enrich life - a mission we aim towards achieving every day. To us, every challenge, no matter how ambiguous, is an opportunity; to learn, to innovate, and to grow as one team. Status quo? Never. Courage? Always. At ByteDance, we create together and grow together. That's how we drive impact - for ourselves, our company, and the users we serve. Join us. About the Team The Applied Machine Learning - Machine Learning (ML) Systems team provides End to End (E2E) machine learning experience and machine learning resources for the company. The team builds heterogeneous ML training and inference systems based on GPU and advanced chip technology and advances the state-of-the-art of ML systems technology to accelerate models such as stable diffusion and language modelling. The team is reinventing the ML infrastructure for large-scale language models. Responsibilities: - Responsible for the design and development of the architecture of large-scale machine learning systems, solving technical difficulties such as high concurrency, high reliability, and high scalability of the system; - Covering various sub-directions of machine learning system, including resource scheduling, model training, model inference, data management, and workflow orchestration; - Working closely with the algorithm teams to optimize the algorithm and system jointly; - 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, major in Computer Science, computer engineering or related; - Excellent coding skills with solid foundation in data structures and basic algorithms; - Proficient in at least one of the mainstream server-side programming languages such as Golang / Python / Java; Preferred Qualifications: - Familiar with Linux development environment; - Deep understanding of database technologies such as MySQL / PostgreSQL / MongoDB, middleware technologies such as Redis / Kafka; - Preferred to have a strong understanding of the principles of distributed systems, and have participated in the design, development, and maintenance of large-scale distributed systems with good knowledge of Kubernetes, Prometheus, Containerisation, Continuous Integration & Continuous Distribution; - Strong sense of responsibility, good learning ability, communication ability, and self-motivation; - Experience in the machine learning & cloud computing & data pipeline domain is a plus; 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.

Similar Jobs

Next Level Business Services - Sr. Java Developer

Next Level Business Services

Chicago, Illinois, United States (On-Site)
5 Months ago
NVIDIA - Senior Software Test Development Engineer

NVIDIA

Yokne'am Illit, North District, Israel (On-Site)
2 Months ago
ByteDance - Data Analyst - Global Payment

ByteDance

Singapore (On-Site)
1 Month ago
ByteDance - Backend Software Engineer

ByteDance

San Jose, California, United States (On-Site)
1 Week ago
Digital Extremes - AI Programmer

Digital Extremes

London, Ontario, Canada (Hybrid)
2 Months ago
Riot Games - Senior Software Engineer - League Studios, Hextech Engine, Player Experience

Riot Games

Los Angeles, California, United States (On-Site)
1 Week ago
ByteDance - LLM Software Engineer/Researcher (Applied Machine Learning)- 2024 Start (PhD)

ByteDance

Seattle, Washington, United States (On-Site)
5 Months ago
Nielsen Holdings - Software Engineer - Java PL/SQL

Nielsen Holdings

Gurugram, Haryana, India (Hybrid)
3 Months ago
NVIDIA - Senior Software Engineer, VLSI Design Tools

NVIDIA

Westford, Massachusetts, United States (On-Site)
4 Weeks ago
NVIDIA - Senior Mixed Signal Design Verification Engineer

NVIDIA

Hsinchu, Hsinchu City, Taiwan (On-Site)
2 Months ago

Get notifed when new similar jobs are uploaded

Similar Skill Jobs

ION - Software Developer  DataStage, Italy

ION

Italy (Hybrid)
5 Months ago
Bragg - Java Developer - Platform

Bragg

Ljubljana, Ljubljana, Slovenia (Hybrid)
1 Month ago
Netomi - Software Engineer In Test III

Netomi

Gurugram, Haryana, India (Hybrid)
5 Months ago
Next Level Business Services - Adobe CQ5/AEM Developer (Full Time)

Next Level Business Services

Sunnyvale, California, United States (On-Site)
5 Months ago
ByteDance - Research Scientist, Reinforcement Learning

ByteDance

San Jose, California, United States (On-Site)
5 Months ago
ByteDance - Security Software Engineer

ByteDance

Singapore (On-Site)
6 Days ago
Nagarro - Associate Staff Engineer, Java

Nagarro

India (Remote)
5 Months ago
Solvative - Front End Developer

Solvative

India (Remote)
6 Days ago
ByteDance - Software Engineer (Payment Network) - Global Payment - Singapore

ByteDance

Singapore (On-Site)
5 Months ago
ByteDance - Research Engineer in Large Model System

ByteDance

San Jose, California, United States (On-Site)
5 Months ago

Get notifed when new similar jobs are uploaded

Jobs in Singapore

Eleven Labs - Customer Success Manager - APAC

Eleven Labs

Singapore (Remote)
5 Days ago
Sandbox VR - Brand Ambassador

Sandbox VR

Singapore (On-Site)
5 Months ago
Maersk Careers - Stowage Planner

Maersk Careers

Singapore, Singapore (On-Site)
334 Years ago
The Walt Disney Company - Learning Operations and Quality Manager

The Walt Disney Company

Singapore, Singapore (On-Site)
2 Months ago
ByteDance - Ad Delivery Algorithm Intern - Game

ByteDance

Singapore (On-Site)
6 Days ago
NinjaVan - Station Assistant (Night Shift)

NinjaVan

Singapore, Singapore (On-Site)
5 Months ago
The Walt Disney Company - Intern, APAC Integrated Marketing, Studios & Disney+

The Walt Disney Company

Singapore, Singapore (On-Site)
1 Month ago
Netflix - Senior Manager, AV Production Lead - APAC

Netflix

Singapore, Singapore (On-Site)
3 Months ago
NinjaVan - Staff Driver Class 3/3A (First Mile/Last Mile)

NinjaVan

Singapore, Singapore (On-Site)
5 Months ago
ByteDance - Experienced Enterprise Internal Control Partner - Singapore

ByteDance

Singapore (On-Site)
3 Months ago

Get notifed when new similar jobs are uploaded

Research & Development Jobs

NVIDIA - ASIC Design Engineer - New College Grad 2025

NVIDIA

Massachusetts, United States (On-Site)
1 Month ago
NVIDIA - Physical Design Engineer

NVIDIA

Tel Aviv-Yafo, Tel Aviv District, Israel (On-Site)
1 Month ago
Analog Devices - CAD Engineer

Analog Devices

Bengaluru, Karnataka, India (On-Site)
6 Months ago
Tesla - Constructor

Tesla

Prüm, Rhineland-Palatinate, Germany (On-Site)
1 Month ago
Tencent - Tencent Cloud-Solution Architect-HK and Macau

Tencent

Hong Kong (On-Site)
4 Months ago
Riot Games - Senior Software Engineer - VALORANT - Foundations Developer Experience & Workflows

Riot Games

Dublin, County Dublin, Ireland (On-Site)
4 Months ago
NVIDIA - Senior ASIC Verification and Infrastructure Engineer – GPU

NVIDIA

Santa Clara, California, United States (Hybrid)
1 Week ago
Riot Games - Staff Software Engineer III - VALORANT, Expressions Engineering

Riot Games

Los Angeles, California, United States (On-Site)
5 Months ago
ByteDance - Lead Research Scientist, Foundation Model, Speech & Audio

ByteDance

San Jose, California, United States (On-Site)
5 Months ago
NVIDIA - Senior Solution Architect - Hardware

NVIDIA

Beijing, Beijing, China (On-Site)
2 Months ago

Get notifed when new similar jobs are uploaded

About The Company

Where imagination meets innovation, delivering limitless gaming experiences.

New York, New York, United States (On-Site)

Jakarta, Jakarta, Indonesia (On-Site)

San Jose, California, United States (On-Site)

San Jose, California, United States (On-Site)

Singapore (On-Site)

Taguig, Metro Manila, Philippines (On-Site)

View All Jobs

Get notified when new jobs are added by ByteDance

Level Up Your Career in Game Development!

Transform Your Passion into Profession with Our Comprehensive Courses for Aspiring Game Developers.

Job Common Plug