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

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
2020 arXiv   pre-print
In this work, we present a modular AI pipeline as an integrating framework to bring data, algorithms, and deployment tools together.  ...  However, training and deployment of custom AI solutions on embedded devices require a fine-grained integration of data, algorithms, and tools to achieve high accuracy.  ...  In this work, we present a modular end-to-end AI pipeline architecture, which brings data, algorithms, and deployment tools together to facilitate the production and porting of AI solution for embedded  ... 
arXiv:1901.05049v3 fatcat:dgs4zxtccne5nd4zvt4dqys44y

Bonseyes AI Pipeline—Bringing AI to You: End-to-end integration of data, algorithms, and deployment tools

Miguel De Prado, Jing Su, Rabia Saeed, Lorenzo Keller, Noelia Vallez, Andrew Anderson, David Gregg, Luca Benini, Tim Llewellynn, Nabil Ouerhani, Rozenn Dahyot, Nuria Pazos
2020
In this work, we present a modular AI pipeline as an integrating framework to bring data, algorithms, and deployment tools together.  ...  However, training and deployment of custom AI solutions on embedded devices require a fine-grained integration of data, algorithms, and tools to achieve high accuracy and overcome functional and non-functional  ...  Bonseyes AI Pipeline -bringing AI to you 1:3 Fig. 1 . AI pipeline and data wall.  ... 
doi:10.3929/ethz-b-000451105 fatcat:4ps5lfacbbeh5inyd45sgrduya