Update README.md

README.md

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-TODO(conmy, neelnanda)
+This is a landing page for Gemma Scope, a comprehensive, open suite of sparse autoencoders for Gemma 2 9B and 2B. Sparse autoencoders are a "microscope" of sorts that can help us break down a model’s internal activations into the underlying concepts, just as biologists use microscopes to study the individual cells of plants and animals.
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+# Key links:
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+- Learn more about Gemma Scope on the Google DeepMind blog (TODO link)
+- Check out the interactive Gemma Scope demo made by ![Neuronpedia](https://www.neuronpedia.org/gemma-scope)
+- Check out our coding tutorial for how to use Gemma Scope (TODO link)
+- Read the Gemma Scope technical report (TODO link)
+- Check out Mishax, an internal tool we used to help make Gemma Scope (TODO link)
+
+Download Gemma Scope here: