Laurent Huang

Responsible for the firmware development and embedded AI features of a smart vacuum cleaner prototype within a startup. Software lead for the project, coordinating with external partners and contributing to the initiation of the industrialization phase.

Participated in R&D activities at various stages of the Edge AI product development cycle:

• Collaborated with research teams on the design of neural network architectures

• Developed internal tools for optimizing and accelerating trained models

• Optimized performance while respecting precision, latency, and memory constraints

• Ported and deployed models and applications on various target hardware platforms

Developed an evaluation framework for AutoML and TinyML algorithms:

• Implemented dedicated packages for data set and algorithm analysis

• Designed automated testing techniques for measuring metrics on microcontrollers