Scisprint 2020 August: uTensor

Scisprint 2020 August: uTensor

uTensor is an extremely lightweight machine learning inference framework built on TensorFlow and optimized for Arm targets. It consists of a runtime library and an offline tool that handles most of the model translation work. This repo holds the core runtime and some example implementations of operators, memory managers/schedulers, and more, and the size of the core runtime is only ~2KB!

The project repository is at http://utensor.ai/. We cordially invite everyone who’s interested in machine learning and edge computing to join us hacking uTensor.

Registration

Please visit https://sciwork.kktix.cc/events/scisprint20aug to sign up. Seats are limited to 25.

Date & time

29th August, Saturday, 2020, 1:30pm -- 4:30pm

Agenda

  • 1:30pm -- 2:15pm: System / environment setup for TinyML/Embedded ML development
  • 2:15pm -- 2:45pm: Hello-World - Neural Network Getting-Started Information
  • 2:45pm -- 4:30pm: Custom Graph Engine (Python) & Runtime Operators (C++)
  • 4:30pm --: Free time for networking, dinner, after party

Software Requirements

The audience are expected to bring their own computers. The software requirements are:

  • Python 3.5 and above. The development tool chain is moving toward TensorFlow 2.0, which does not support Python below 3.5.
  • Unix(-like) or Docker if running on Windows. uTensor does not fully support Windows yet and may not build on it.

The development team will guide the audience to set up the development environment. But is is not practical to take every configuration into account. We would love to hear your opinions about setting up the environment. Please join the #utensor channel on our discord server. If you need help or have questions, let us know.

Sponsors

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