ML Hardware Accelerator Modeling, Lightmatter

$180-225k

Python
C++
Senior level
Boston
San Francisco Bay Area
Lightmatter

Light-powered AI computing

Job no longer available

Lightmatter

Light-powered AI computing

101-200 employees

B2BArtificial IntelligenceManufacturingDeep TechMachine LearningScience

Job no longer available

$180-225k

Python
C++
Senior level
Boston
San Francisco Bay Area

101-200 employees

B2BArtificial IntelligenceManufacturingDeep TechMachine LearningScience

Company mission

Lightmatter's mission is to build an engine that will power discoveries, drive progress, and redefine what computers and human beings are capable of.

Role

Who you are

  • BS or higher in computer/software engineering, electrical engineering, or related field
  • 5+ years of industry experience in mapping algorithms to hardware accelerators, hardware modeling, computer architecture, or related fields
  • Proficient with C++ and Python
  • Strong understanding of computer architecture

Desirable

  • Familiarity with machine learning workloads
  • Experience in mapping software algorithms to hardware accelerators
  • Experience with modeling and analysis of machine learning accelerator architectures
  • Proficient developing in a Linux-based environment
  • Experience working with or modeling distributed hardware and workloads

What the job involves

  • Design, development, and maintenance of functional and performance models of upcoming hardware
  • Participate in the co-design process by working closely with hardware teams to iterate on early performance models, adding fidelity as designs progress
  • Collaborate with machine learning teams to construct and evaluate the performance of machine learning workloads
  • Build cycle approximate performance and bit-accurate functional models that further the co-design process and allow the software teams to build and optimize our next generation software stack
  • Collaborate with Design Verification teams to validate hardware against the simulators
  • Contribute to a system-level simulator that integrates the accelerator simulator into a larger system simulator
  • Support the development and optimization of our software stack by diagnosing and fixing issues across the simulator and software stack

Otta's take

Xav Kearney headshot

Xav Kearney

CTO of Otta

Neural networks and CPUs are vital to AI solutions, but manufacturers have largely failed to maintain innovation in recent years. Lightmatter solves this problem by offering a next-generation computing platform powered by photonics (light waves).

Lightmatter offers a forward-facing platform for AI-building that acts as an alternative to traditional solutions. It works by replacing wired CPUs with a combination of photonics and new algorithms. Lightmatter's solution is not only faster, but it is considerably more sustainable, and it has the potential to drive the next generation of AI development.

As of 2022, Lightmatter has raised $113 million across three funding rounds, which is testament to growing industry demand for faster, more effective AI-building solutions. Lightmatter currently has three products on the market - Envise, Passage, and Idiom - and is poised to take on the incumbent chiplet industry with a photonics-based alternative.

Insights

Top investors

Company

Funding (last 2 of 5 rounds)

Dec 2023

$155m

SERIES C

Jun 2023

$154m

SERIES C

Total funding: $422m

Company benefits

  • Commuter benefit
  • Happy hour -Spend time together and build friendships
  • Generous vacation policy and holidays
  • 401(K)
  • Opportunity to learn from your peers and teach them what you know across electronics, photonics, machine learning, and more

Company values

  • WORK WIDE & PARALLEL: Working on hard problems, we have to go down many different paths quickly to find the right one.
  • QUESTION EVERYTHING: People have opinions about what things work and what things don’t work. They’re not always right.
  • LET FIRST PRINCIPLES GUIDE YOU: Stand behind statements that you know are true and build something amazing.
  • DON'T BE DEFINED BY YOUR JOB TITLE: Many great ideas occur at the boundaries between disciplines.
  • BE KIND: Help build the environment you want to work in.
  • TAKE RESPONSIBILITY FOR YOUR WORK: Everyone’s contributions are critical to the company’s success.

Company HQ

Financial District, Boston, MA

Founders

Previously worked as an R&D Product Engineer at Micron Technology, and as a Postdoctoral Fellow at MIT.

Was an M&A Analyst at Morgan Stanley, and worked as an Agency Business Development Manager at Google.

Darius Bunandar

(Chief Scientist)

Worked as a Research Collaborator at Caltech, and was a PhD Candidate at MIT.

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