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5 changes: 2 additions & 3 deletions README.md
Original file line number Diff line number Diff line change
Expand Up @@ -81,7 +81,6 @@ For example, the `"Chat your data"` use case:
## Embeddings?

What are embeddings?

- [Read the guide from OpenAI](https://platform.openai.com/docs/guides/embeddings/what-are-embeddings)
- __Literal__: Embedding something turns it from image/text/audio into a list of numbers. 🖼️ or 📄 => `[1.2, 2.1, ....]`. This process makes documents "understandable" to a machine learning model.
- __By analogy__: An embedding represents the essence of a document. This enables documents and queries with the same essence to be "near" each other and therefore easy to find.
Expand All @@ -93,13 +92,13 @@ Embeddings databases (also known as **vector databases**) store embeddings and a
## Get involved

Chroma is a rapidly developing project. We welcome PR contributors and ideas for how to improve the project.

- [Join the conversation on Discord](https://discord.gg/MMeYNTmh3x) - `#contributing` channel
- [Review the 🛣️ Roadmap and contribute your ideas](https://docs.trychroma.com/roadmap)
- [Grab an issue and open a PR](https://github.com/chroma-core/chroma/issues) - [`Good first issue tag`](https://github.com/chroma-core/chroma/issues?q=is%3Aissue+is%3Aopen+label%3A%22good+first+issue%22)
- [Read our contributing guide](https://docs.trychroma.com/contributing)

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[Documentation]

Capitalize 'pypi' to 'PyPI' for correct proper-noun formatting.

**Release Cadence**
We currently release new tagged versions of the `pypi` and `npm` packages on Mondays. Hotfixes go out at any time during the week.
**Release Cadence:** We currently release new tagged versions of the `pypi` and `npm` packages on Mondays. Hotfixes go out at any time during the week.

## License

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