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examples/README.md

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-# Check out the quickstarts folder!
+# Gemini API Examples
 
-There are even more examples in the [quickstarts](https://github.com/google-gemini/cookbook/tree/main/quickstarts) folder of this cookbook.
+## Table of contents
+This is a colletion of fun examples for the Gemini API. 
+* [Agents and Automatic Function Calling](https://github.com/google-gemini/cookbook/blob/main/examples/Agents_Function_Calling_Barista_Bot.ipynb): Create an agent (Barrista-bot) to take your coffee order. 
+* [Anomaly Detection](https://github.com/google-gemini/cookbook/blob/main/examples/Anomaly_detection_with_embeddings.ipynb): Use embeddings to detect anomalies in your datasets.
+* [Apollo 11 - long context example](https://github.com/google-gemini/cookbook/blob/main/examples/Apollo_11.ipynb): Search a 400 page transcript from Apollo 11.
+* [Clasify text with emeddings](https://github.com/google-gemini/cookbook/blob/main/examples/Classify_text_with_embeddings.ipynb): Use embeddings from the Gemini API with Keras.
+* [Guess the shape](https://github.com/google-gemini/cookbook/blob/main/examples/Guess_the_shape.ipynb): A simple example of using images in prompts.
+* [Market a Jet Backpack](https://github.com/google-gemini/cookbook/blob/main/examples/Market_a_Jet_Backpack.ipynb): Create a marketing campaign from a product sketch.
+* [Opossum search](https://github.com/google-gemini/cookbook/blob/main/examples/Opossum_search.ipynb): Code generation with the Gemini API. Just for fun, you'll prompt the model to create a web app called "Opossum Search" that searches Google with "opossum" appended to the query.
+* [Search Wikipedia with ReAct](https://github.com/google-gemini/cookbook/blob/main/examples/Search_Wikipedia_using_ReAct.ipynb): Use ReAct prompting with Gemini 1.5 Flash to search Wikipedia interactively.
+* [Search Re-ranking with Embeddings](https://github.com/google-gemini/cookbook/blob/main/examples/Search_reranking_using_embeddings.ipynb): Use embeddings to re-rank search results.
+* [Story writing with prompt chaining.ipynb](https://github.com/google-gemini/cookbook/blob/main/examples/Story_Writing_with_Prompt_Chaining.ipynb): Write a story using two powerful tools: prompt chaining and iterative generation.
+* [Talk to documents](https://github.com/google-gemini/cookbook/blob/main/examples/Talk_to_documents_with_embeddings.ipynb): This is a basic intro to Retrieval Augmented Generation (RAG). Use embeddings to search through a custom database.
+* [Upload files to Colab](https://github.com/google-gemini/cookbook/blob/main/examples/Upload_files_to_Colab.ipynb): This is a helper notebook that shows how to upload files from your local computer to Colab. Note: to upload files to the Gemini API (text, code, images, audio, video), check out the [Files quickstart](https://github.com/google-gemini/cookbook/blob/main/quickstarts/File_API.ipynb).
+* [Voice Memos](https://github.com/google-gemini/cookbook/blob/main/examples/Voice_memos.ipynb): You'll use the Gemini API to help you generate ideas for your next blog post, based on voice memos you recorded on your phone, and previous articles you've written.
 
-Check those out to learn how to use the capabilities of the Gemini API. We'll add more content here soon.
+Folders
+* [Prompting examples](https://github.com/google-gemini/cookbook/tree/main/examples/prompting): A directory with examples of various prompting techniques. 
+* [JSON Capabilities](https://github.com/google-gemini/cookbook/blob/main/quickstarts/Tuning.ipynb): A directory with guides containing different types of tasks you can do with JSON schemas.
+* [Automate Google Workspace tasks with the Gemini API](https://github.com/google-gemini/cookbook/tree/main/examples/Apps_script_and_Workspace_codelab): This codelabs shows you how to connect to the Gemini API using Apps Script, and uses the function calling, vision and text capabilities to automate Google Workspace tasks - summarizing a document, analyzing a chart, sending an email and generating some slides directly. All of this is done from a free text input.
+
+There are even more examples in the [quickstarts](https://github.com/google-gemini/cookbook/tree/main/quickstarts) folder.