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[FEATURE] Add important tutorials to hub docs #1585

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istranic opened this issue Apr 7, 2022 · 8 comments
Open
2 tasks

[FEATURE] Add important tutorials to hub docs #1585

istranic opened this issue Apr 7, 2022 · 8 comments
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enhancement New feature or request

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@istranic
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istranic commented Apr 7, 2022

🚨🚨 Feature Request

  • Related to an existing Issue
  • A new implementation (Improvement, Extension)

Is your feature request related to a problem?

Hub docs are missing the following tutorials in order of priority:

  • Training an object detection model in Pytorch
  • Training a segmentation model in Pytorch
  • Training a classification model in TensorFlow
  • Training an object detection model in TensorFlow
  • Training a segmentation model in TensorFlow

Tips for completing the task

  • All of these tutorials can use the COCO dataset, because it contains all of the data types that are required above.
  • When training the models, only the tensors that contain the relevant data should be loaded for training.
  • The tutorials should be written in Gitbook and Colab
  • The tutorials should use a similar style to the existing classification tutorial
  • The focus of the tutorials is the data and data pre-processing. The model and training process should be as simple as possible.

If your feature will improve HUB

It will provide users helpful starter-code for training different types of models

@istranic istranic added the enhancement New feature or request label Apr 7, 2022
@istranic
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istranic commented Apr 7, 2022

@Manas2030

@istranic istranic assigned istranic and unassigned istranic Apr 13, 2022
@Manas2030
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Hey @istranic, I'll work on the tutorials. 🙂

@istranic
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Hey @Manas2030 Just making sure that you're still working on this? How is progress so far? Do you need any assistance?

@jaivanti
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Is this issue still open? I would love to work on it?

@istranic
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Hi @jaivanti The PyTorch components are complete, but the TensorFlow ones are not. Are you interested in those?

@jaivanti
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Yes! I would go for it

@istranic
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istranic commented Jul 11, 2022

Hi @jaivanti Great. I think the best approach would be to implement the tutorial below using hub's TensorFlow integration.

https://docs.activeloop.ai/hub-tutorials/training-an-object-detection-and-segmentation-model-in-pytorch

Let me know if you have any questions.

@jaivanti
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Thanks @istranic
So just want to confirm....I just have to build a similar pipeline as that mentioned in the link but i gotta do it in Tensorflow?

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