Software Engineer, Principal - AI/ML Workloads

Company:  d-Matrix
Location: Santa Clara
Closing Date: 16/10/2024
Salary: £125 - £150 Per Annum
Hours: Full Time
Type: Permanent
Job Requirements / Description

Location:

Santa Clara, Ca

Type:

Full time

Department:

R&D - SW Kernels & Workloads

Compensation:

IC6
$180K – $300K • Offers Equity • Offers Bonus

The pay range below is for all roles at this level across all US locations and functions. Individual pay rates depend on a number of factors—including the role’s function and location, as well as the individual’s knowledge, skills, experience, education, and training. We also offer incentive opportunities that reward employees based on individual and company performance. This is in addition to our diverse package of benefits centered around the wellbeing of our employees and their loved ones.

About d-Matrix:

d-Matrix has fundamentally changed the physics of memory-compute integration with our digital in-memory compute (DIMC) engine. The “holy grail” of AI compute has been to break through the memory wall to minimize data movements. We’ve achieved this with a first-of-its-kind DIMC engine. Having secured over $154M, $110M in our Series B offering, d-Matrix is poised to advance Large Language Models to scale Generative inference acceleration with our chiplets and In-Memory compute approach. We are on track to deliver our first commercial product in 2024.

Location:

Hybrid, working onsite at our Santa Clara, Ca headquarters 3-5 days per week.

What You Will Do:

The role requires you to be part of the team that helps productize the SW stack for our AI compute engine. As part of the Software team, you will be responsible for the development, enhancement, and maintenance of the development and testing infrastructure for next-generation AI hardware. You can build and scale software deliverables in a tight development window. As a part of this team, you’ll be involved in leveraging the d-Matrix ISA and the dataflow architecture paradigm to build optimized implementations of SOTA large language models for achieving benchmark performance metrics. You will be involved in developing Machine Learning Op kernels for the graph-based d-Matrix compiler stack and with work with a team of compiler, hardware architecture experts, and Machine Learning model researchers during the process. You will also have the opportunity to contribute to the research of novel techniques for the Machine Learning software stack, models, and architecture.

What You Will Bring:

  • MS or PhD preferred in Computer Science, Electrical Engineering, Math, Physics or related degree with 10-12+ Years of Industry Experience.
  • Strong grasp of computer architecture, data structures, system software, and machine learning fundamentals.
  • Experience with mapping NLP models (Transformers, State-Space Models, etc.) to accelerators and awareness of trade-offs across memory, BW and compute.
  • Proficient in Python/C/C++ development in Linux environment and using standard development tools.
  • Experience with deep learning frameworks (such as PyTorch, Tensorflow).
  • Self-motivated team player with a strong sense of ownership and leadership.

Desired:

  • Research background with publication record in top-tier ML/Computer architecture conferences.
  • Prior startup, small team or incubation experience.
  • Experience breaking down Machine Learning models and an understanding of what makes each model unique.
  • Experience implementing and optimizing ML workloads and low-level software algorithms for specialized hardware such as FPGAs, DSPs, DL accelerators.
  • Understanding of the nuances included in training and deployment of Distributed ML models, and familiar with techniques like quantization, sparsity, etc.
  • Experience implementing SIMD algorithms on vector processors.
  • Willing to keep oneself up-to-date with the latest trends and research in the ML community and understand how the trends affect d-Matrix requirements and approach.

Equal Opportunity Employment Policy:

d-Matrix is proud to be an equal opportunity workplace and affirmative action employer. We’re committed to fostering an inclusive environment where everyone feels welcomed and empowered to do their best work. We hire the best talent for our teams, regardless of race, religion, color, age, disability, sex, gender identity, sexual orientation, ancestry, genetic information, marital status, national origin, political affiliation, or veteran status.

d-Matrix does not accept resumes or candidate submissions from external agencies. We appreciate the interest and effort of recruitment firms, but we kindly request that individuals interested in opportunities with d-Matrix apply directly through our official channels.

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