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8 changes: 4 additions & 4 deletions README.md
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Expand Up @@ -8,11 +8,11 @@
Model (LLM) by [Google DeepMind](https://deepmind.google/), based on Gemini
research and technology.

This repository contain the implementation of the
This repository contains the implementation of the
[`gemma`](https://pypi.org/project/gemma/) PyPI package. A
[JAX](https://github.com/jax-ml/jax) library to use and fine-tune Gemma.

For examples and uses-cases, see our
For examples and use cases, see our
[documentation](https://gemma-llm.readthedocs.io/). Please
report issues and feedback in
[our GitHub](https://github.com/google-deepmind/gemma/issues).
Expand Down Expand Up @@ -57,7 +57,7 @@ out0 = sampler.chat(prompt, images=[image1, image2])
out1 = sampler.chat('What about the other image ?')
```

Our documentation contain various Colabs and tutorial, including:
Our documentation contains various Colabs and tutorials, including:

* [Sampling](https://gemma-llm.readthedocs.io/en/latest/colab_sampling.html)
* [Multi-modal](https://gemma-llm.readthedocs.io/en/latest/colab_multimodal.html)
Expand All @@ -67,7 +67,7 @@ Our documentation contain various Colabs and tutorial, including:

Additionally, our
[examples/](https://github.com/google-deepmind/gemma/tree/main/examples) folder
contain additional scripts to fine-tune and sample with Gemma.
contains additional scripts to fine-tune and sample with Gemma.

### Learn more about Gemma

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