Skip to content

Gradio for Tabular Data Science Workflows Guide#2199

Merged
dawoodkhan82 merged 7 commits into
gradio-app:mainfrom
merveenoyan:dataframe_guide
Sep 14, 2022
Merged

Gradio for Tabular Data Science Workflows Guide#2199
dawoodkhan82 merged 7 commits into
gradio-app:mainfrom
merveenoyan:dataframe_guide

Conversation

@merveenoyan
Copy link
Copy Markdown
Contributor

@merveenoyan merveenoyan commented Sep 7, 2022

Description

This is the PR for Gradio for data science workflows guide. It includes three examples:

  • Building a tabular interface for tabular ML model from scratch
  • Building a data dashboard
  • Using skops integration

The below checklist doesn't really apply (but let me know if there's anything I need to pay attention to)

cc: @freddyaboulton @adrinjalali

Checklist:

  • I have performed a self-review of my own code
  • My code follows the style guidelines of this project
  • I have commented my code in hard-to-understand areas
  • I have made corresponding changes to the documentation
  • I have added tests that prove my fix is effective or that my feature works
  • New and existing unit tests pass locally with my changes

@merveenoyan merveenoyan marked this pull request as ready for review September 11, 2022 15:14
Copy link
Copy Markdown

@adrinjalali adrinjalali left a comment

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

LGTM


## Introduction

Tabular data science is the most widely used domain of machine learning, with problems ranging from customer segmentation to churn prediction. Communicating your work to stakeholders of your project or clients in various stages of tabular data science workflow is very important and can sometimes be cumbersome, preventing data scientists from focusing on what matters, data analysis and model building. Data scientists can end up spending hours building a dashboard that takes in dataframe and returning plots, or returning a prediction or plot of clusters in a dataset. In this guide, we'll go through how to use `gradio` to improve your data science workflows. We will also talk about how to use `gradio` and `skops` to build interfaces with only one line of code!
Copy link
Copy Markdown

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

make skops a hyperlink?

Comment thread guides/5)other_tutorials/using_gradio_for_tabular_workflows.md
Comment thread guides/5)other_tutorials/using_gradio_for_tabular_workflows.md Outdated
@dawoodkhan82
Copy link
Copy Markdown
Collaborator

Left two quick comments, otherwise looks great! @merveenoyan

Copy link
Copy Markdown
Collaborator

@freddyaboulton freddyaboulton left a comment

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

Awesome guide! Thanks @merveenoyan

Comment thread guides/5)other_tutorials/using_gradio_for_tabular_workflows.md
@merveenoyan merveenoyan requested review from dawoodkhan82 and freddyaboulton and removed request for freddyaboulton September 12, 2022 16:05
@merveenoyan
Copy link
Copy Markdown
Contributor Author

Can you merge this if you approve so I can announce this :')

@dawoodkhan82 dawoodkhan82 merged commit 361e461 into gradio-app:main Sep 14, 2022
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment

Labels

None yet

Projects

None yet

Development

Successfully merging this pull request may close these issues.

4 participants