[Request]: Time Series Example in TensorFlow/Keras

[lucifertrj]

What is about?

I would like to contribute a Time Series code in TensorFlow or Keras examples. Please let me know if I can proceed with it...

[tcapelle]

Would love that! Some examples like the ones from hfawaz on Keras tutorials would be great to have!

[lucifertrj]

Recently I published an article on Stock Market Analysis in TensorFlow. Do let me know if this example is a good choice...

[tcapelle]

That would be really cool! I encourage you to check this report on how to log the timeseries to the wandb workspace so we get the most out of the codebase. Also, I am sure that @soumik12345 could help you out on instrumenting your TF/Keras code with W&B.

[soumik12345]

Hi @lucifertrj

I went through your article, and it looks great ❤️ Here are some pointers on instrumenting your example with Weights & Biases:

• You can log your matplotlib plots directly on WandB [Reference]
• You can also directly log your dataframe to WandB as a wandb.Table using the following code snippet:

  # Create a wandb Table from the pandas dataframe
  table = wandb.Table(dataframe=df)
  # Log the table to wandb
  wandb.log({"my_table": table})

  You can also refer to this guide in order to learn more regarding how to utilize wandb.Table to visualize and analyze your data and results.

• Logging your metrics and model checkpoints to Wandb for a Keras workflow is very simple:
  • Use the WandbMetricsLogger callback to automatically log all your training and validation logs.
  • Use the WandbModelCheckpoint callback to save the Keras model in SavedModel format or the model weights periodically and uploads them to WandB as a wandb.Artifact for model versioning.

You can refer to this notebook to check how to use the WandB callbacks for Keras.

We eagerly await your contribution 😃

[lucifertrj]

Thank you @soumik12345

This weekend I will raise a PR.

[tcapelle]

What would be cool is to do a wandb.Report first. That way we can share that publicly on our platform https://wandb.ai/fully-connected

[soumik12345]

What would be cool is to do a wandb.Report first. That way we can share that publicly on our platform https://wandb.ai/fully-connected

@lucifertrj Can you also convert this example into a Report like this one? We could publish it to our blog Fully-Connected like mentioned by @tcapelle. You can check out this guide to learn how to write such cool reports.

[lucifertrj]

Sorry for the delay. This weekend I will open the PR. Closing the issue as of now