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Senior Audio Machine Learning Engineer
1 month ago
About the Role
We are seeking a highly skilled Senior Audio Machine Learning Engineer to join our Logitech Hardware Audio DSP and ML team. As a key member of this team, you will be responsible for developing and implementing real-time audio machine learning solutions to deliver innovative audio experiences to our customers.
Your Key Responsibilities
- Develop and optimize machine learning models for resource-constrained platforms such as Tensilica DSP, ARM, and RISC-V cores.
- Work with cross-functional product teams to deliver seamless customer audio experiences.
- Collaborate with the team to develop and implement innovative audio signal processing and machine learning solutions.
Requirements
- 7+ years of experience working in audio signal processing product teams.
- Hands-on experience with Tiny ML/Embedded ML, including porting neural network algorithms from intermediate representations such as TensorFlow (TFLM), ONNX, etc. onto embedded targets using device-specific compilation tools and/or inference APIs.
- Deep understanding of on-device quantization techniques, including post-training quantization, training-aware quantization, and mixed precision inference.
- Strong programming skills in C and Python.
- Conceptual understanding of how neural network operators map to embedded hardware accelerators such as DSPs and NPUs.
- Familiarity with Deep Learning Audio Signal Processing approaches for tasks including speech enhancement, noise suppression, and voice pickup.
Additional Skills
- Experience with Linux and Docker.
- Familiarity with CMSIS NN and HIFI NNLib is a plus.
- Familiarity with audio measurements and standard subjective/objective audio evaluation metrics.
- Experience working in hardware product teams from product concept to mass production.
- Good audio listening skills and experience detecting audio artifacts.
- Experience communicating effectively in a cross-functional environment.
- Strong problem-solving and critical-thinking skills.
- Familiarity with code version control practices.
About Logitech
Logitech is a company that values authenticity, inclusivity, and diversity. We are a global company with a passion for creating innovative products that make a mark. We are looking for talented individuals who share our values and are passionate about making a difference.