Principal Architect (Performance Analysis and Modeling)

d Matrix
United States
about 2 months ago
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Role details

Contract type
Permanent contract
Employment type
Full-time (> 32 hours)
Experience level
Expert
Experience required
8 years minimum
Compensation
$195,000.0 - $285,000.0
Working hours
Regular working hours

Tech stack

Dynamic Random-Access Memory Data Flow Control Hardware Design Machine Learning Working Model 2D Large Language Models

Job description

  • D-Matrix is seeking outstanding computer architects to help accelerate AI application performance at the intersection of both hardware and software, with particular focus on emerging hardware technologies (such as DIMC, D2D, 3D-DRAM etc.) and emerging workloads (such as generative inference etc.)
  • Our acceleration philosophy cuts through the system ranging from efficient tensor cores, storage, and data movements along with co-design of dataflow, and collective communication techniques
  • As a member of the architecture team, you will analyze the latest ML workloads (multi-modal LLMs, CoT reasoning models, video/audio-generation)
  • You will contribute Hardware and Software features that power the next generation of inference accelerators in datacenters
  • This role requires to keep up the latest research in ML Architecture and Algorithms, and collaborate with different partner teams including Product, Hardware design, Compiler, Inference Server, Kernels
  • Your day-to-day work will include (1) analyzing the properties of emerging machine learning algorithms and workloads and identifying functional, performance implications (2) Creating analytical models to project performance on current and future generations of d-matrix hardware (3) proposing new HW/SW features to enable or accelerate these algorithms

Requirements

Skills & expertise Motivational skills Coaching and mentoring Generative AI Team building C++, * Self-motivated team player with strong sense of collaboration and initiative

  • Programming fluency in C/C++ or Python
  • BSEE with 10+ years of industry experience or MSEE preferred with 8+ years of industry experience
  • Experience with developing analytical performance models, architecture simulators for performance analysis,
  • Research background with publication record in top-tier architecture, or machine learning venues is a huge plus (such as ISCA, MICRO, ASPLOS, HPCA, DAC, MLSys etc.)
  • Solid grasp through academic or industry experience in multiple of the relevant areas - computer architecture, hardware software codesign, performance modeling, ML fundamentals (particularly DNNs)

Benefits & conditions

  • Equity
  • Health care
  • Flexible time-off
  • Paid paternity leave
  • 401k retirement plan
  • Remote & hybrid working model
  • Work with world-leading engineers and researchers
  • Peer coaching & development
  • On-site fitness center
  • Team-building activities
  • Happy hours
  • Free food and snacks

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