Automated Design Space Exploration for optimised Deployment of DNN on Arm Cortex-A CPUs

no code implementations • 9 Jun 2020 • Miguel de Prado, Andrew Mundy, Rabia Saeed, Maurizio Denna, Nuria Pazos, Luca Benini

The framework relies on a Reinforcement Learning search that, combined with a deep learning inference framework, automatically explores the design space and learns an optimised solution that speeds up the performance and reduces the memory on embedded CPU platforms.

Bonseyes AI Pipeline -- bringing AI to you. End-to-end integration of data, algorithms and deployment tools

no code implementations • 15 Jan 2019 • Miguel de Prado, Jing Su, Rabia Saeed, Lorenzo Keller, Noelia Vallez, Andrew Anderson, David Gregg, Luca Benini, Tim Llewellynn, Nabil Ouerhani, Rozenn Dahyot and, Nuria Pazos

In this work, we present a modular AI pipeline as an integrating framework to bring data, algorithms, and deployment tools together.

Automatic Speech Recognition (ASR) Image Classification +3