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TensorFlow examples

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Updated the Tensorflow version to 2.8.0 from 2.2.0, since it is referring to old files and throwing errors. Fixes: https://github.com/tensorflow/tensorflow/issues/56112

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1. Added TFLAudioRecord and GMLAudio which will be used in the task library for audio input. 2. Modified the sample to use these instead of AudioInputManager

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Apply some optimisations in PoseNet: * get rid of excessive array initialization in `toArray` method of `Data` extension; * avoid double indexing of FlatArray - calculating flatIndex is expensive.

cla: yes
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the efficientdet_lite0_edgetpu expects a RGB image but the images opened by open CV by default are in BRG fromat, fixed code so that images are converted to RGB before inference

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I've made minor updates to the Signing and Bundle Identifier setting instructions to reflect the current state of settings locations in Xcode 13. (Not sure if the tabs were different...

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typos corrections

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- first test image is coat (index 4) and NOT shirt (index 6). - added range(10) instead of [] as X axis ticks for plot_value_array

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In this tutorial, it includes a IPython notebook for building, training and testing an object detection model end to end. Also it includes object_detection_lib, which contains all the necessary utility...

cla: yes
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Typo correction.

cla: no
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