axelera - Senior/Staff Applications Engineer - Embedded AI
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Requirements
• BS/MS in Computer Science, Electrical Engineering or equivalent work experience in the semiconductor and/or AI industry • Proven hands-on experience with edge deployment frameworks such as OpenVINO or TensorRT • Familiarity with model optimisation techniques such as quantization, compression and pruning a plus • Proficiency in AI application development using Python, with extensive experience in ML libraries such as PyTorch and TensorFlow • Demonstrated ability to build and deploy end-to-end pipelines with quantized models • Experience in training models using transfer learning to leverage pre-trained models for new tasks • Experience with MLIR and ONNXRuntime a plus • Strong problem-solving skills and an ability to troubleshoot and debug complex multi-dimensional problems • Practical knowledge of agile development using tools such as Jira, Git and GitHub • Self-motivated with the ability to thrive in a fast-paced collaborative startup environment • We offer a flexible working arrangement, with options to: • Work from one of our Axelera AI offices (Leuven in Belgium, Amsterdam and Eindhoven in the Netherlands, Florence and Milan in Italy or Bristol in the United Kingdom) if you're already based in the vicinity. • Work fully remotely from any European country (incl. the UK) you are already in. • Relocate with us and work from Italy (Florence or Milan), Belgium (Leuven) or the Netherlands (Amsterdam or Eindhoven). • Kindly note that priority will be given to candidates who are [interested in being] based in Bavaria (Munich), Belgium or Italy. • This is your chance to shape and be part of a dynamic, fast-growing, international organization. We offer an attractive compensation package, including a pension plan, extensive employee insurances and the option to get company shares. • An open culture that supports creativity and continual innovation is awaiting you. Collaborative ownership and freedom with responsibility is characteristic for the way we act and work as a team. • At Axelera AI, we wholeheartedly embrace equal opportunity and hold diversity in the highest regard. Our steadfast commitment is to cultivate a warm and inclusive environment that empowers and celebrates every member of our team. We welcome applicants from all backgrounds to join us in shaping the future of AI.
Responsibilities
• Typical activities can vary depending on the candidate’s skillset but may include: • Studying research papers, open-source code repositories and product documentation to deploy new models using the Voyager SDK, and evaluating their performance and accuracy • Implementing image pre and post processing operators, collaborating with the compiler team to troubleshoot compilation issues, and writing decoders that transform inference tensors to metadata for ease of use by application developers • Integrating popular industry-standard model frameworks within the SDK to facilitate low-code and no-code deployment of many customer models and datasets • Defining metadata representations for common types of models (such as bounding boxes and keypoints), creating libraries for evaluating deployed model accuracy on Axelera AI hardware and creating libraries for visually rendering inference results • Optimizing end-to-end pipeline latency and throughput, root causing any bottlenecks arising on supported hardware platforms, and developing profiling tools to help customers more easily analyse and understand bottlenecks in their own pipelines • Writing and maintaining comprehensive product documentation and sharing knowledge with team members, promoting best practices and continuous improvement
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