Sr ML Training Engineer

    • Adobe Systems
  • San Jose, CA
  • Posted 12 days ago | Updated 9 hours ago

Overview

On Site
USD 150,700.00 - 284,400.00 per year
Full Time

Skills

Performance analysis
Deep learning
Computer science
Computer engineering
Machine Learning (ML)
Training
PyTorch
GPU
Network
Data
Linux
Docker
Transformer
Python
Artificial intelligence

Job Details

JOB LEVEL
P50
ADDITIONAL JOB LEVELS
P55
-

EMPLOYEE ROLE
Individual Contributor

What you will be working on:

  • Optimize PyTorch-based training code for large scale distributed training
  • Enhance existing training frameworks to better accommodate FP8 and mixed precision
  • Ensure efficient utilization of GPU resources for large scale distributed training
  • Ensure efficient setup and utilization of network for large scale distributed training
  • Quality and performance analysis between data types such as BF16 and FP8 for large deep learning models
  • Write high quality, product level code that is easy to maintain and test while following standard development methodologies

What you will need to succeed:

  • B.S., M.S, or Ph.D. in Computer Science, Computer Engineering or a related area
  • Proficiency in Linux, Docker
  • Understanding of modern transformer-based model architectures
  • Expert in Python and PyTorch
  • In-depth experience with DDP, FSDP, ring attention, and related distributed training strategies
  • Experience with NCCL
  • Experience with DeepSpeed, MS-AMP, Collosal-AI, Megatron, and related distributed training technologies
  • Expert in PyTorch profiling tools
  • Experience with network performance analysis
#FireflyGenAI

Our compensation reflects the cost of labor across several U.S. geographic markets, and we pay differently based on those defined markets. The U.S. pay range for this positionis $150,700 -- $284,400 annually. Paywithin this range varies by work locationand may also depend on job-related knowledge, skills,and experience. Your recruiter can share more about the specific salary range for the job location during the hiring process.

At Adobe, for sales roles starting salaries are expressed as total target compensation (TTC = base + commission), and short-term incentives are in the form of sales commission plans. Non-sales roles starting salaries are expressed as base salary and short-term incentives are in the form of the Annual Incentive Plan (AIP).

In addition, certain roles may be eligible for long-term incentives in the form of a new hire equity award.

Internal Opportunities

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At Adobe, you will be immersed in an exceptional work environment that is recognized around the world. You will also be surrounded by colleagues who are committed to helping each other grow through our unique Check-In approach where ongoing feedback flows freely. If you're looking to make an impact, Adobe's the place for you. Discover what our employees are saying about their career experiences on the Adobe Life blog and explore the meaningful benefits we offer.

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