Research Engineer, Optimization

 Posted 3 months ago
  
 Canada
  
5-10 years experience
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AI Summary

The role focuses on the research and development of optimization techniques for Machine Learning models specifically targeting GPUs and AI accelerators. This includes prototyping state-of-the-art algorithms, characterizing model performance, and integrating optimizations into the existing ML development lifecycle.

You will:

You will focus on research and development related to the optimization of ML models on GPU’s or AI accelerators. You will use your judgment in complex scenarios and apply optimization techniques to a wide variety of technical problems. Specifically, you will:

  • Research, prototype and evaluate state of the art model optimization techniques and algorithms

  • Characterize neural network quality and performance based on research, experiment and performance data and profiling

  • Incorporate optimizations and model development best practices into existing ML development lifecycle and workflow.

  • Define the technical vision and roadmap for DL model optimizations

  • Write technical reports indicating qualitative and quantitative results to colleagues and customers

  • Develop, deploy and optimize deep learning (DL) models on various GPU and AI accelerator chipsets/platforms

You have:

  • Proficiency in ML model development and optimization techniques (e.g. numerical optimization, quantization, sparsity, pruning, architecture search and design), particularly on model deployment onto GPU’s or AI accelerators

  • Strong understanding of deep learning algorithms, software engineering and GPU-based computing

  • Experience working with neural networks in Tensorflow and/or PyTorch

  • Proven ability to thrive in fast-paced environment

  • Ability to communicate complex technical concepts to colleagues and a variety of audience

  • Introspection, thoughtfulness, and detail-orientation

  • Proficiency in Python

The following are a plus, but not required:

  • Master’s or Ph.D. in a related field and/or 5+ years of experience in a directly related field

  • Computer vision experience

We offer:

  • Competitive health insurance options

  • 401K plan management

  • Free lunch and fully-stocked kitchen in our South Bay office

  • Additional perks: monthly wellness stipend, office set up allowance, company retreats, and more to come as we scale

  • The opportunity to work on one of the most interesting, impactful problems of the decade

Helm.ai is proud to be an equal opportunity employer building a diverse and inclusive workforce. All applicants will be considered for employment without attention to race, color, religion, sex, sexual orientation, gender identity, national origin, veteran or disability status.


Any unsolicited resumes/candidate profiles submitted through our website or to personal email accounts of employees of Helm.ai are considered the property of Helm.ai and are not subject to payment of agency fees.

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