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Not Specified Permanent

Boston, Massachusetts · USA job

Applied Scientist, Machine Learning Accelerator - Annapurna Labs

Amazon

Boston, Massachusetts

Job description

Overview

In this role you design and evolve a pre-silicon verification framework for a custom ML accelerator, using formal methods and an SMT-based solver to generate realistic assembly tests. You collaborate with verification engineers and hardware teams to shape content and ensure coverage of the design space. You'll advance automation through ML-driven techniques and build APIs to control scheduling and randomness, impacting silicon and software innovation at Annapurna Labs within AWS UC.

Compensation / Benefits
  • health insurance (medical, dental, vision)
  • 401(k) matching
  • paid time off
  • parML parental leave
  • RSUs
  • sign-on payments
Responsibilities
  • Develop understanding of a custom machine learning instruction set architecture
  • Model correctness of instruction streams using first order logic
  • Create custom APIs to control scheduling and randomness
  • Deploy algorithms to ensure concurrent code is safely constructed
  • Create coverage metrics to ensure solution space coverage
  • Apply machine learning methods to automate content creation
Key requirements
  • 3+ years building models for business application experience
  • PhD, or Master's degree and 4+ years of CS, CE, ML or related field experience
  • Experience in patents or publications at top-tier peer-reviewed conferences or journals
  • Experience programming in Java, C++, Python or related language
  • Experience in algorithms and data structures, parsing, numerical optimization, data mining, parallel and distributed computing, high-performance computing
  • communication and collaboration with cross-functional teams
  • ability to operate under pressure and deliver high-quality results
  • problem-solving mindset and curiosity
  • SMT-based verification and formal methods
  • first-order logic modeling
  • API development for scheduling and randomness control

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