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kaggle-qa-challenge-starter

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The getting started notebook for the DTC Zoomcamp Q&A challenge

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# The DTC Zoomcamp Q&A Challenge Starter

A collection of starter notebooks for [DTC Zoomcamp Q&A challenge on Kaggle](https://www.kaggle.com/competitions/dtc-zoomcamp-qa-challenge) on Kaggle

## BERT Starter

In this notebook, we show how to:

- Download the data from Kaggle and unzip it
- Read the data
- Use BERT to create embeddings
- Calculate the cosine similarity between questions and answers 
- Select the most similar answer as prediction
- Submit the results

See the notebook here: [bert-starter.ipynb](bert-starter.ipynb)

You can run this notebook in SaturnCloud:

To use the recipe:

- Download the credential file from Kaggle
- Put the content of the file to [SaturnCloud secrets](https://app.community.saturnenterprise.io/dash/o/community/secrets), save this secret as "kaggle" 
- Click on the button above to create a resource in SaturnCloud
- Verify that the kaggle secret is linked in the "secrets" tab
- Run the code and submit your predictions
- Improve the score

You can also see it as a video:

(The video was originally created for another competition, but it works for this one too)

## XGBoost starter

TBA

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