ML Systems Software Engineer Graduate (AML - Machine Learning Systems)

6 Days ago • All levels • Research & Development

Job Summary

Job Description

ByteDance's AML Machine Learning Systems team seeks a Graduate ML Systems Software Engineer (2025 start). Responsibilities include researching and developing machine learning systems (heterogeneous computing, management, monitoring), deploying ML systems and distributed task scheduling, optimizing system and AI algorithms for hardware (GPU, ASIC), implementing training framework features and model-specific optimizations (LLM, diffusion models), and improving efficiency and stability for large-scale distributed training. The team focuses on reinventing ML infrastructure for large language models and has published papers at top-tier conferences. The role requires expertise in distributed/parallel computing, machine learning algorithms, and programming languages (C/C++, CUDA, Python).
Must have:
  • Master's degree in relevant field
  • Expertise in distributed/parallel computing
  • Proficiency in machine learning algorithms and frameworks (PyTorch, Jax)
  • GPU/ASIC understanding
  • C/C++, CUDA, Python programming skills
Good to have:
  • GPU HPC, RDMA networking
  • Distributed training framework optimization (DeepSpeed, FSDP, Megatron)
  • AI compiler stacks (torch.fx, XLA, MLIR)
  • Large-scale data processing
  • Cloud computing/ML system design and operation
  • In-depth CUDA programming and performance tuning

Job Details

Responsibilities
Founded in 2012, ByteDance's mission is to inspire creativity and enrich life. With a suite of more than a dozen products, including TikTok, Helo, and Resso, 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. What You'll Do The AML Machine Learning Systems team provides E2E machine learning experience and machine learning resources for the company. The team builds heterogeneous ML training and inference systems based on GPU and AI chips and advances the state-of-the-art of ML systems technology to accelerate models such as stable diffusion and LLM. The team is also responsible for research and development of hardware acceleration technologies for AI and cloud computing, via technologies such as distributed systems, compilers, HPC, and RDMA networking. The team is reinventing the ML infra for large scale language models. We have published papers at top tier conferences such as SIGCOMM, NSDI, EuroSys, OSDI, SOSP, MLSys, NeurIPS, etc. Successful candidates must be able to commit to one of the following start dates below: 1. January 15, 2024 2. February 5, 2024 3. March 4, 2024 4. May 20, 2024 5. June 10, 2024 6. July 15, 2024 7. August 12, 2024 We will prioritize candidates who are able to commit to these start dates. Please state your availability and graduation date clearly in your resume. Applications will be reviewed on a rolling basis. We encourage you to apply early. Candidates can apply for a maximum of TWO positions and will be considered for jobs in the order you applied for. The application limit is applicable to ByteDance and its affiliates' jobs globally. Responsibilities - Research and develop our machine learning systems, including heterogeneous computing architecture, management, and monitoring - Deploy machine learning systems, distributed task scheduling, machine learning training - Manage cross-layer optimization of system and AI algorithms and hardware for machine learning (GPU, ASIC) - Implement both general purpose training framework features and model specific optimizations (e.g. LLM, diffusions) - Improve efficiency and stability for extremely large scale distributed training jobs
Qualifications
Minimum Qualifications: 1. Master or above degree in distributed, parallel computing principles and know the recent advances in computing, storage, networking, and hardware technologies; 2. Familiar with machine learning algorithms, platforms and frameworks such as PyTorch and Jax. 3. Have basic understanding of how GPU and/or ASIC works; 4. Expert in at least one or two programming languages in Linux environment: C/C++, CUDA, Python; 5. The following experiences will be a big plus: - GPU based high performance computing, RDMA high performance network (MPI, NCCL, ibverbs); -Distributed training framework optimizations such as DeepSpeed, FSDP, Megatron, GSPMD - AI compiler stacks such as torch.fx, XLA and MLIR; - Large scale data processing and parallel computing; - Experiences in designing and operating large scale systems in cloud computing or machine learning; - Experiences in in-depth CUDA programming and performance tuning (cutlass, triton) 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 bring joy. 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. ByteDance Inc. is committed to providing reasonable accommodations in our recruitment processes for candidates with disabilities, pregnancy, sincerely held religious beliefs or other reasons protected by applicable laws. If you need assistance or a reasonable accommodation, please reach out to us at earlycareers.accommodations@bytedance.com. By submitting an application for this role, you accept and agree to our global applicant privacy policy, which may be accessed here: https://jobs.bytedance.com/en/legal/privacy.

Similar Jobs

Cloud Imperium Games - Senior Graphics Programmer

Cloud Imperium Games

Manchester, England, United Kingdom (On-Site)
9 Months ago
ByteDance - ISP/Display Firmware Prototype Engineer

ByteDance

San Jose, California, United States (On-Site)
1 Week ago
Animoca Brands - Game Developer

Animoca Brands

Philippines (Remote)
6 Months ago
Playrix - Senior Technical Designer

Playrix

Serbia (Remote)
5 Months ago
The Walt Disney Company - Sr Software Engineer (Rust Developer)

The Walt Disney Company

Santa Monica, California, United States (On-Site)
4 Months ago
NVIDIA - Senior Server Firmware Bringup Engineer

NVIDIA

Santa Clara, California, United States (On-Site)
2 Months ago
NVIDIA - Senior Silicon Product Definition Engineer

NVIDIA

Santa Clara, California, United States (Hybrid)
1 Month ago
Samsung Semiconductor - Staff Software Engineer – Storage Systems & Protocols

Samsung Semiconductor

San Jose, California, United States (Hybrid)
2 Months ago
Rivos - CPU Physical Design - Full Time

Rivos

Hsinchu, Hsinchu City, Taiwan (Hybrid)
5 Months ago
Riot Games - Technical Product Manager III - VALORANT, Cross-VALORANT Experience (XVX)

Riot Games

Dublin, County Dublin, Ireland (On-Site)
4 Months ago

Get notifed when new similar jobs are uploaded

Similar Skill Jobs

Auros Global - Web/UI Engineer - HFT/Crypto Options Trading

Auros Global

(Remote)
2 Weeks ago
Playrix - Director of Engineering

Playrix

Portugal (Remote)
5 Months ago
NVIDIA - Senior GPU Power Architect

NVIDIA

Austin, Texas, United States (Hybrid)
1 Month ago
Playrix - Senior Technical Designer

Playrix

Serbia (Remote)
5 Months ago
Zoox - Senior Software Engineer, Developer Experience

Zoox

Foster City, California, United States (On-Site)
5 Months ago
Tencent - Main Engineer

Tencent

Osaka, Osaka, Japan (On-Site)
3 Months ago
Zoox - Senior Firmware Engineer

Zoox

Foster City, California, United States (On-Site)
5 Months ago
One of Us - USD Pipeline Developer

One of Us

London, England, United Kingdom (Hybrid)
1 Month ago
Keen Software House - Senior Gameplay Programmer

Keen Software House

Prague, Prague, Czechia (Remote)
1 Month ago
ByteDance - Senior Test Development Engineer - Global Payment - San Jose

ByteDance

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

Get notifed when new similar jobs are uploaded

Jobs in San Jose, California, United States

WebFX - Jr. Web Designer

WebFX

Harrisburg, Pennsylvania, United States (On-Site)
5 Months ago
Anthology  Inc  - Application Consultant, D365 CRM

Anthology Inc

United States (Remote)
6 Days ago
Everyday Health Group - Principal Software Engineer, Android

Everyday Health Group

Boston, Massachusetts, United States (Remote)
4 Days ago
ION - Senior Linux Systems Administrator - Trumbull, CT

ION

Trumbull, Connecticut, United States (Hybrid)
5 Months ago
Sony Pictures Animation - Custom Animation Production Coordinator

Sony Pictures Animation

Los Angeles, California, United States (On-Site)
6 Days ago
Mashgin - Deployment Engineer - Texas

Mashgin

Austin, Texas, United States (Remote)
5 Months ago
Evolution - In-Studio Casino Dealer- Overnight ONLY 11pm-7am (Customer Service/Reception Alternative)

Evolution

Philadelphia, Pennsylvania, United States (On-Site)
8 Months ago
Sinch - Software Developer III

Sinch

United States (Remote)
5 Days ago
AGBO - Senior Level Designer / Art Implementation

AGBO

United States (Remote)
3 Days ago
Netflix - Software Engineer (L6), Ads Demand Management

Netflix

United States (Remote)
5 Months ago

Get notifed when new similar jobs are uploaded

Research & Development Jobs

Backbone - Lead Electrical Engineer

Backbone

Atherton, California, United States (Hybrid)
8 Months ago
Solvative - Word Press Developer-Winter Internship 2024

Solvative

Ahmedabad, Gujarat, India (Remote)
5 Months ago
NVIDIA - Senior VLSI Integration Engineer

NVIDIA

Tel Aviv-Yafo, Tel Aviv District, Israel (Hybrid)
1 Month ago
Meta - Software Engineer (Technical Leadership)

Meta

Burlingame, California, United States (On-Site)
4 Months ago
Nintendo - Senior Device Driver Software Engineer (NTD)

Nintendo

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

Nielsen Holdings

Bengaluru, Karnataka, India (Hybrid)
3 Months ago
Riot Games - Principal Researcher

Riot Games

Los Angeles, California, United States (On-Site)
8 Months ago
NVIDIA - Senior BMC Firmware Developer

NVIDIA

Taipei City, Taiwan (On-Site)
2 Months ago
Tesla - Torque Tool and Production Technology Internship

Tesla

Brandenburg, Germany (On-Site)
1 Month ago
The Walt Disney Company - Software Engineer - Core Software

The Walt Disney Company

Burbank, California, United States (On-Site)
1 Week 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