Audio Engineer

1 day ago

Sydney, New South Wales, Australia HCLTech Full time $120,000 - $180,000 per year

Job Description:

  • Develop and implement algorithms and software for efficient offline training and real-time inference of deep audio coding models.
  • Monitor and evaluate the performance of models in a production context and optimize them for accuracy, speed, size, and compute resource efficiency
  • Optimize AI models for deployment as standards reference code.
  • Profiling and testing of reference code in mobile architectures.
  • Design and implement custom tooling and strategies for the development and deployment of optimized deep learning models
  • Work closely with cross-functional teams, including product managers, engineers and researchers, to understand their workflows and design and implement optimized model optimization and deployment techniques.

Requirement:

  • Master's or PhD with 4 years of experience in Electrical Engineering, Computer Science or similar, with a focus on deep learning.
  • Strong theoretical and practical background in AI technologies.
  • Experience with exploration of new technologies: Researching and staying up to date with the latest machine learning technologies, frameworks and inference engines.
  • Experience optimizing deep learning algorithms for constrained environments, using techniques such as pruning, distillation, quantisation, etc.
  • 3 years of experience with frame works such as PyTorch/Onnx/NNAPI/TensorFlow/etc.
  • 3 years of experience with programming languages such as Python, C/C++, or Matlab
  • Experience with Embedded systems, Computer Architecture, high-performance computing
  • Experience working in a software development team and making use of good software practices, for example VCS and CI.
  • Background in Digital Signal Processing with focus on audio or speech signals.
  • Experience optimizing ML models for Inference using hardware acceleration is a plus.
  • Experience in audio and/or speech codecs is highly desirable.
  • Strong analytical and problem-solving skills
  • Strong communication skills and ability to work well in a team environment

Mandatory Skills:

  • Has worked with audio codecs
  • Has worked with deep learning recently
  • Has machine learning experience

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