Software Engineer

4 weeks ago

Old Toronto, Canada CentML Inc. Full time

About Us

We are a small team with a big ambition of making modern machine learning accessible for everyone. At CentML, our mission is to enable anyone with an idea to deploy ML models without breaking the bank. We believe that modern AI will fundamentally transform how people work and live and we're here to help bring that future sooner.

Our founding team is made up of experts in AI, compilers, and ML hardware and has led efforts at companies like Amazon, Google, Microsoft Research, Nvidia, Intel, Qualcomm, and IBM. Our co-founder and CEO, Gennady Pekhimenko, is a world-renowned expert in ML systems with a publication history of top papers and multiple academic and industry research awards from Google, Amazon, and Facebook.

Overview:

Do you want to help drive the development of high-performance, power-efficient datacenter solutions for Deep Learning? Do you have an interest in how system architecture across GPU, networking, CPU and IO relate to brand new generative AI capabilities? Come join our team, and bring your experience and interests to help us optimize our next generation of inference and training frameworks/frameworks and to redefine the deep learning industry once again.

Responsibilities:
  • Communicate with our product teams and profile ML/DL workloads to acquire an in-depth understanding of the problems (e.g., slow kernels).
  • Figure out where the bottleneck of the slow GPU kernels with profilers
  • Optimize the GPU kernels.
  • Write tests and benchmarks to validate and evaluate our solutions.
Who you are:
  • Bachelors or higher degree in Computer Science or Engineering.
  • Excellent communication skills and the ability to work in a team.
  • Strong coding skills (in at least one of Python and C++).
  • Solid fundamentals in other computer science and computer engineering topics: algorithms and data structures, operating systems, computer architecture, etc.
  • Strong academic records for candidates with bachelor’s degrees.
You will stand out from the crowd if you have:
  • 2+ years of experience in researching or contributing to HPC/ML/DL systems, frameworks or libraries (including the time of being a graduate student).
  • Experience with GPU architecture and GPGPU programming:
  • NVIDIA GPUs: CUDA programming and libraries and toolkits (e.g., cuDNN, cuBLAS, CUTLASS, nvprof, Nsight Compute, Nsight Systems, etc.);
  • AMD GPUs: ROCm and its related libraries and toolkits.
  • OpenCL
  • Experience with developing high-performance kernels for CPUs.
  • Experience in developing ML or traditional compilers.
  • Experience with TPU.
  • Strong publication records in top HPC/ML/DL or computer system and architecture venues.

Benefits & Perks

- An open and inclusive culture and work environment

- Fully stocked kitchen at the office

- Full health and dental benefits

- Parental Leave top-up for 6 months

- Continuous education budget

- Generous vacation - we're not saying unlimited, but if you need extra time to recharge, just ask

At CentML, we celebrate our differences and value cultivating an inclusive environment for all. We welcome applications of all kinds and are committed to providing an equal opportunity process.

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