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Colab/Jupyter tutorials about training TensorFlow models for Edge TPU, and other tutorials

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In Ubuntu 18.04 (what is used for TF 1.15.5 container), Canonical ships 3.0.0 for the protobuf compiler. So downloading the zip is unnecessary. https://packages.ubuntu.com/bionic/protobuf-compiler

Can you add or extend the tutorial to Obeject detection + points regression? [Centerface](https://github.com/Star-Clouds/CenterFace) or something similar runnable on Coral would be really nice to have.

type:feature

Files containing `jpg` in them like a lot of Roboflow exports have, for example `0AE5531F-906F-461B-88A1-246C569F0E0D_jpg.rf.06d5884d72dac1031f6a6c54370e6492.jpg` where causing the example to search for the annotation in `0AE5531F-906F-461B-88A1-246C569F0E0D_xml.rf.06d5884d72dac1031f6a6c54370e6492.xml` instead of `0AE5531F-906F-461B-88A1-246C569F0E0D_jpg.rf.06d5884d72dac1031f6a6c54370e6492.xml` because...

### Description In retrain_classification_ptq_tf2.ipynb, there is a check `assert float(tf.__version__[:3]) >= 2.3` that should check whether the used tensorflow version is at least 2.3 or higher. Now colab uses 2.13...

type:bug

### Description Hello, It seems the Colab worksheet created and linked throughout coral.ai to retrain SSD Mobilenet no longer works. This appears to be because of TF1. Are there plans...

type:bug
subtype:ubuntu/linux
Hardware:Dev Board

When i execute model.summary() in google collab it throw bellow error ValueError Traceback (most recent call last) [](https://localhost:8080/#) in () ----> 1 model.summary() 1 frames [/usr/local/lib/python3.10/dist-packages/optree/ops.py](https://localhost:8080/#) in tree_map(func, tree, is_leaf,...

comp:model

### Description Retrain EfficientDet-Lite detector for the Edge TPU (TF2) example on Google Colab no longer works, presumably due to the updated Python version of Google Colab. It appears that...

type:bug
comp:model

Hi, Would it be possible to provide a tutorial to train a model from scratch? There are already tutorials to retrain models but none to train one from scratch. Or...

comp:model

Hi, I am trying to follow this [tutorial](https://colab.research.google.com/github/google-coral/tutorials/blob/master/retrain_ssdlite_mobiledet_qat_tf1.ipynb#scrollTo=viewin-badges) to retrain the same pretrained model with my own images (about 300) to improve detection with a security camera (the angle of...

comp:model