Audio Engineer
11 hours ago
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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