Embedded AI Engineer
3 weeks ago
Ambiq is a leading developer of ultra-low power semiconductor solutions that enable intelligent devices everywhere. Our mission is to drive a more energy-efficient, sustainable, and data-driven world by developing innovative AI solutions for battery-powered environments.
Job OverviewWe are seeking a highly skilled Embedded AI Developer/Data Scientist to join our Endpoint AI team. As a key member of our team, you will be responsible for developing and deploying sophisticated ML and DL models on highly constrained environments. Your expertise in SOTA pruning, distillation, and quantization approaches for CNNs and RNNs will be crucial in making trade-offs between compression and accuracy.
Key Responsibilities- Develop and refine ML and DL models for deployment on highly constrained environments
- Train models using SOTA compression techniques to fit in specific memory, compute, and power envelopes
- Publish and maintain models in a Model Zoo, including documentation and other assets needed by customers
- Socialize achievements via conferences, meetups, workshops, and publications
- Experience with SOTA pruning, distillation, and quantization approaches for CNNs and RNNs
- Experience with one or more of the following AI task domains: audio classification, speech, vision, and/or time series tasks
- Tensorflow (TFLite, TFLite for Microcontrollers, and/or PyTorch) experience is a plus
- Dataset creation and curation skills
- Past TinyML involvement or experience
- Experience developing and optimizing for TFLite for Microcontrollers
- Experience with embedded C/C++ environments
- Experience with compression of attention-based architectures
- Experience with model-to-binary compilers (IREE, MicroTVM, etc)
- Experience with ONNX, TOSA, Jax, LLVM, and/or MLIR
- Experience with optimizing for heterogenous AI compute (e.g. CPU+NPU+DSP)
- Bachelor's degree in computer science or a related field is required with at least 2 years of relevant experience
- Master's degree or PhD in related topics is highly desirable
$95,000-$165,000
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