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diff --git a/skills/README.md b/skills/README.md
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+# Claude Skills
+
+Welcome to the Skills section of the Anthropic Cookbook! This directory contains a collection of guides that showcase specific skills and capabilities where Claude excels. Each guide provides an in-depth exploration of a particular skill, discussing potential use cases, prompt engineering techniques to optimize results, and approaches for evaluating Claude's performance.
+
+## Guides
+
+- **[Classification with Claude](classification-guide.ipynb)**: Discover how Claude can revolutionize classification tasks, especially in scenarios with complex business rules and limited training data. This guide walks you through data preparation, prompt engineering with retrieval-augmented generation (RAG), testing, and evaluation.
+
+
+## Getting Started
+
+To get started with the Skills guides, simply navigate to the desired guide's directory and follow the instructions provided in the `guide.ipynb` file. Each guide is self-contained and includes all the necessary code, data, and evaluation scripts to reproduce the examples and experiments.
diff --git a/skills/classification/guide.ipynb b/skills/classification/guide.ipynb
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+ "execution_count": null,
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- ]
- }
- ],
+ "outputs": [],
  "source": [
  "!pip install anthropic\n",
  "!pip install voyageai\n",