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How AI on Microcontrollers Actually Works: The Computation Graph

Daniel Mangum · published 7 July 2025

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https://pytorch.org/
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https://github.com/tensorflow/tflite-micro/tree/3200ccd18268346d0ea965720c5599a3d051e853/tensorflow/lite/micro/examples/person_detection
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https://en.wikipedia.org/wiki/MobileNet
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https://en.wikipedia.org/wiki/Convolutional_neural_network
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https://github.com/tensorflow/tflite-micro/blob/3200ccd18268346d0ea965720c5599a3d051e853/tensorflow/lite/micro/examples/person_detection/main_functions.cc
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https://github.com/tensorflow/tflite-micro/blob/3200ccd18268346d0ea965720c5599a3d051e853/tensorflow/lite/micro/models/person_detect.tflite
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https://flatbuffers.dev/
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https://flatbuffers.dev/schema/
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https://github.com/tensorflow/tflite-micro/blob/3200ccd18268346d0ea965720c5599a3d051e853/tensorflow/compiler/mlir/lite/schema/schema.fbs
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https://flatbuffers.dev/flatc/
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https://github.com/tensorflow/tflite-micro/blob/3200ccd18268346d0ea965720c5599a3d051e853/tensorflow/lite/micro/micro_mutable_op_resolver.h
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https://developer.arm.com/documentation/109267/0102/Arm-Ethos-U-NPU
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https://developer.arm.com/documentation/109267/0102/Tool-support-for-the-Arm-Ethos-U-NPU/Ethos-U-Vela-compiler
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https://github.com/tensorflow/tflite-micro/tree/3200ccd18268346d0ea965720c5599a3d051e853/tensorflow/lite/micro/examples/network_tester
github.com
https://github.com/tensorflow/tflite-micro/blob/3200ccd18268346d0ea965720c5599a3d051e853/tensorflow/lite/micro/models/person_detect_vela.tflite
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