Amazon.com Services LLC

Technology

SoftwareEngineerII-AI/ML,AWSNeuron

$70–194k Seattle, Washington, United States FULL TIME
Market Sentiment
HIGH DEMAND

Neural analysis suggests this role is
optimal for Mid candidates.

The Brief

“Software Engineer II- AI/ML, AWS Neuron at Amazon.com Services LLC. Skills: AI/ML, AWS Neuron, Deep Learning, GenAI. Lead distributed training support. Enable frameworks”

Industry & Context.

Technology
Problems you'll solve

Root cause analysis; Debugging; Troubleshooting

What They're Looking For.

Must Have

3+ years professional software development, Bachelor's degree or above in engineering, 3+ years design or architecture experience, Machine Learning and Large Language Model fundamentals, Knowledge of system performance, Knowledge of memory management, Knowledge of parallel computing principles, Experience in debugging large-scale systems, Experience in profiling large-scale systems, Experience implementing software engineering best practices

Nice to Have

Experience with PyTorch, Experience with JIT compilation, Experience with AOT tracing, Experience programming with at least one software programming language, Experience with CUDA kernels, Experience with ML/low-level kernels, Experience in computer architecture, Experience with distributed training at scale

What You'll Do.

Lead distributed training support

Design machine learning models

Develop machine learning models

Optimize machine learning models

Design distributed computing architecture

Implement distributed computing architecture

Profile system performance

Optimize system performance

Conduct performance analysis

Conduct comprehensive testing

Enable ML models on AWS accelerators

Optimize ML models on AWS accelerators

Develop optimization techniques

Debug performance issues

Optimize memory usage

Shape inference stack

Design software solutions

Code software solutions

Resolve software defects

Build high-impact solutions

Participate in design discussions

Participate in code review

Communicate with stakeholders

Drive business decisions

How You'll Work.

Team & Collaboration

Cross-functional team; Compiler teams; Runtime teams; Framework teams; Hardware teams; Applied scientists; System engineers; Product managers; Open Source Community

Communication Scope

Communicate with stakeholders

Full Job Description

The Annapurna Labs team at Amazon Web Services (AWS) builds AWS Neuron, the software development kit used to accelerate deep learning and GenAI workloads on Amazon’s custom machine learning accelerators, Inferentia and Trainium. The AWS Neuron SDK, developed by the Annapurna Labs team at AWS, is the backbone for accelerating deep learning and GenAI workloads on Amazon's Trainium ML accelerators. This comprehensive toolkit includes an ML compiler, runtime, and application framework that seamlessly integrates with popular ML frameworks like PyTorch and JAX enabling unparalleled ML inference and training performance. The Training Enablement and Foundation team is at the forefront of running a wide range of models and supporting novel architecture alongside maximizing their performance for AWS's custom ML accelerators. Working across the stack from PyTorch till the hardware-software boundary, our engineers build systematic infrastructure, innovate new methods and create high-performance kernels for ML functions, ensuring every compute unit is fine tuned for optimal performance for our customers' demanding workloads. We combine deep hardware knowledge with ML expertise to push the boundaries of what's possible in AI acceleration. As part of the broader Neuron organization, our team works across multiple technology layers - from frameworks and kernels and collaborate with compiler to runtime and collectives. We not only optimize current performance but also contribute to future architecture designs, working closely with customers to enable their models and ensure optimal performance. This role offers a unique opportunity to work at the intersection of machine learning, high-performance computing, and distributed architectures, where you'll help shape the future of AI acceleration technology You will architect and implement business critical features, and mentor a brilliant team of experienced engineers. We operate in spaces that are very large, yet our teams remain small

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