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Senior Machine Learning Research Engineer - Acceleration of AI models

Huawei

Markham

On-site

CAD 80,000 - 100,000

Full time

30+ days ago

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Job summary

An innovative technology leader is seeking a Senior Research Engineer to join their dynamic team. This role involves tracking advancements in AI technology, leading research on cutting-edge algorithms, and collaborating with global teams to drive the development of the Ascend system. The ideal candidate will possess a strong academic background with a Master or PhD in Computer Science or related fields, alongside practical experience optimizing deep learning models. This is a unique opportunity to publish high-quality research, attend conferences, and contribute to impactful AI solutions that drive business success. If you're passionate about AI and eager to make a difference, this position is for you.

Qualifications

  • Master or PhD in Computer Science or related fields focusing on AI & Deep Learning.
  • 2+ years experience in optimizing deep learning models for CV/NLP/GNN.

Responsibilities

  • Track AI technology trends and generate research reports for Ascend system.
  • Lead research on algorithms to enhance AI model training performance.

Skills

Tensorflow
Keras
PyTorch
MXNet
C++
Python
AI Theory
Deep Learning
Optimization

Education

Master in Computer Science
PhD in Computer Science
Master in Math/Statistics

Tools

AI Accelerators
Research Publication Tools

Job description

Our team has an immediate permanent opening for a Senior Research Engineer.

Responsibilities:

  • Track the trend of AI theory and technology development in the world and generate research reports and proposals for promoting Ascend system accordingly.
  • Lead or participate in research of algorithms in accelerating the training of the market-driven AI models (CV/NLP/GNN/…), reaching/exceeding the state of the art accuracy, and develop a proof of concept of the algorithms. Those algorithms include but are not limited to the following: optimizers, loss functions, new model architecture, mix precision, model compression, learning technologies (e.g., meta-learning), etc.
  • Publish relevant high-quality AI research papers when necessary and approved, and attend conferences for increasing public awareness of Huawei’s Ascend products; file high-value patents on critical algorithms/processes that are of potential business gain.
  • Team up with other departments/teams from Huawei’s global research centers for collaboration.
  • Assist the team lead on the planning of projects and definition of technology/products development road map.

What you’ll bring to the team:

  • Master or PhD in Computer Science, Math/Statistics, focusing on AI & Deep Learning with solid publication records.
  • 2+ years working experience in optimizing performance of training deep learning models and/or their applications to CV/NLP/GNN domains.
  • Solid skills in programming in Tensorflow/Keras/PyTorch/MXNet.
  • Hands-on skills in C++/Python programming.
  • Excellent documentation skills in writing internal reports and/or publishing research papers.
  • Excellent communication skills in internal and external presentation.
  • Working knowledge of AI accelerators or the full stack of AI acceleration system is an asset.
  • Strong math background in optimization (e.g., gradient descending) is an asset.
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