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[FEATURE] Add important tutorials to hub docs

Open istranic opened this issue 4 years ago • 8 comments

🚨🚨 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 avatar Apr 07 '22 20:04 istranic

@Manas2030

istranic avatar Apr 07 '22 20:04 istranic

Hey @istranic, I'll work on the tutorials. 🙂

Manas2030 avatar Apr 13 '22 15:04 Manas2030

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

istranic avatar Apr 21 '22 18:04 istranic

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

jaivanti avatar Jul 10 '22 10:07 jaivanti

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

istranic avatar Jul 10 '22 19:07 istranic

Yes! I would go for it

jaivanti avatar Jul 11 '22 03:07 jaivanti

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.

istranic avatar Jul 11 '22 18:07 istranic

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?

jaivanti avatar Jul 13 '22 17:07 jaivanti