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https://github.com/code-kern-ai/refinery-sample-projects

Containing examples of projects you can use to test refinery. Please select the use case from the branches.
https://github.com/code-kern-ai/refinery-sample-projects

chatbot example exercise rasa sentiment-analysis similarity-search tutorial

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Containing examples of projects you can use to test refinery. Please select the use case from the branches.

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![](https://uploads-ssl.webflow.com/61e47fafb12bd56b40022a49/62d1586ddec8452bb40c3256_sample-projects.svg)

Containing project examples you can use to play around with [*refinery*](https://github.com/code-kern-ai/refinery).

**Each project is in a dedicated branch and follows the pattern:**
- `README.md`: short description of the project and the raw data
- `snapshot_data.json.zip`: project export of the use case which you can import as a snapshot to your local *refinery*.
- some branches additionally contain information about e.g. how you can scrape the initial data or how to export the final data to be used for a different framework.

# ✨ Use cases
| **Name** | **Description** | **Clone** |
|---------- |----------------- |----------- |
| [💬 Rasa chatbots](https://github.com/code-kern-ai/sample-projects/tree/conversational-ai) | In this use case, we show you how to create training data for a Rasa chatbot using Kern refinery. | `git clone -b conversational-ai https://github.com/code-kern-ai/sample-projects.git` |
| [🙂😡 Sentiment prediction stock news](https://github.com/code-kern-ai/sample-projects/tree/sentiment-analysis-stock-news) | In this use-case we show you how you can build your own sentiment analysis classifier for stock news - completely from stratch. | `git clone -b sentiment-analysis-stock-news https://github.com/code-kern-ai/sample-projects.git` |
| [🧮 Finetuning similarity search](https://github.com/code-kern-ai/sample-projects/tree/finetuning-similarity-search) | In this use case, we show you how to fine-tune embeddings on your own data for better similarity search using Kern refinery and Quaterion. | `git clone -b finetuning-similarity-search https://github.com/code-kern-ai/sample-projects.git`

You can either clone the whole repository, or one specific branch (recommended).

We will continuously extend the list of sample projects as we grow our application [*refinery*](https://github.com/code-kern-ai/refinery). If you want to provide your own project as a sample project in this repository, [please reach out to us](https://www.kern.ai/contact).

If you like what we're working on, please leave a ⭐ for [*refinery*](https://github.com/code-kern-ai/refinery)!