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Fix multiple broken links (#734)
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examples/LiveAPI_plotting_and_mapping.ipynb

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"This guide shows more intermedite use of the Multimodal Live API over Websockets.\n",
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"\n",
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"- To try multimodal streaming, use [Live API in Google AI Studio](https://aistudio.google.com/app/live) - no code required.\n",
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"- Check out the [Live API starter using the Python SDK](../quickstarts/Get_started_LiveAPI.ipynb) or using [websockets](../quickstarts/quickstarts/websockets/Get_started_LiveAPI.ipynb).\n",
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"- Check out the [Live API starter using the Python SDK](../quickstarts/Get_started_LiveAPI.ipynb) or using [websockets](../quickstarts/websockets/Get_started_LiveAPI.ipynb).\n",
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"- Try some other [grounding](../examples/Search_grounding_for_research_report.ipynb) examples.\n",
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"- Try the [Tool use in the live API tutorial](../quickstarts/Get_started_LiveAPI_tools.ipynb) for a walkthrough of Gemini 2.0's new tool use capabilities.\n",
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"\n",

examples/Spatial_understanding_3d.ipynb

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"\n",
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"Related to image recognition and reasoning, other than the [2D spatial understanding](../quickstarts/Spatial_understanding.ipynb) notebook, [Market a jet backpack](../examples/Market_a_Jet_Backpack.ipynb) and [Guess the shape](../examples/Guess_the_shape.ipynb) examples are worth checking to continue exploring the capabilities of Gemini (Note: These use the old SDK).\n",
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"\n",
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"Other Gemini 2.0 examples are available in the [Gemini 2.0 cookbook](../gemini-2/). The [video understanding](../quickstarts/Video_understanding.ipynb), [audio streaming (right from Colab)](../quickstarts/quickstarts/websockets/live_api_streaming_in_colab.ipynb) and [multiple tools](../examples/LiveAPI_plotting_and_mapping.ipynb) examples are in particular worth checking if you are interested in advanced capabilities of the model."
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"Other Gemini 2.0 examples are available in the [Gemini 2.0 cookbook](../gemini-2/). The [video understanding](../quickstarts/Video_understanding.ipynb), [audio streaming (right from Colab)](../quickstarts/websockets/LiveAPI_streaming_in_colab.ipynb) and [multiple tools](../examples/LiveAPI_plotting_and_mapping.ipynb) examples are in particular worth checking if you are interested in advanced capabilities of the model."
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quickstarts/Get_started_LiveAPI.ipynb

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"\n",
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"- If you aren't looking for code, and just want to try multimedia streaming use [Live API in Google AI Studio](https://aistudio.google.com/app/live).\n",
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"- If you want to see how to setup streaming interruptible audio and video using the Live API see the [Audio and Video input Tutorial](../quickstarts/Get_started_LiveAPI.py).\n",
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"- If you're interested in the low level details of using the websockets directly, see the [websocket version of this tutorial](../quickstarts/quickstarts/websockets/Get_started_LiveAPI.ipynb).\n",
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"- If you're interested in the low level details of using the websockets directly, see the [websocket version of this tutorial](../quickstarts/websockets/Get_started_LiveAPI.ipynb).\n",
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"- Try the [Tool use in the live API tutorial](../quickstarts/Get_started_LiveAPI_tools.ipynb) for an walkthrough of Gemini-2's new tool use capabilities.\n",
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"- There is a [Streaming audio in Colab example](../quickstarts/quickstarts/websockets/live_api_streaming_in_colab.ipynb), but this is more of a **demo**, it's **not optimized for readability**.\n",
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"- There is a [Streaming audio in Colab example](../quickstarts/websockets/LiveAPI_streaming_in_colab.ipynb), but this is more of a **demo**, it's **not optimized for readability**.\n",
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"- Other nice Gemini 2.0 examples can also be found in the [Cookbook's 2.0 directory](https://github.com/google-gemini/cookbook/tree/main/gemini-2/), in particular the [video understanding](../quickstarts/Video_understanding.ipynb) and the [spatial understanding](../quickstarts/Spatial_understanding.ipynb) ones.\n"
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quickstarts/Get_started_LiveAPI_tools.ipynb

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"## Next Steps\n",
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"\n",
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"- For more information about the SDK see the [SDK docs](https://googleapis.github.io/python-genai/)\n",
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"- This tutorial uses the high level SDK, if you're interested in the lower-level details, try the [Websocket version of this tutorial](../quickstarts/quickstarts/websockets/Get_started_LiveAPI_tools.ipynb)\n",
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"- This tutorial uses the high level SDK, if you're interested in the lower-level details, try the [Websocket version of this tutorial](../quickstarts/websockets/Get_started_LiveAPI_tools.ipynb)\n",
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"- This tutorial only covers _basic_ usage of these tools for deeper (and more fun) example see the [Search tool tutorial](./Search_Grounding.ipynb)\n",
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"\n",
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"Or check the other Gemini 2.0 capabilities from the [Cookbook](../gemini-2/), in particular this other [multi-tool](../examples/LiveAPI_plotting_and_mapping.ipynb) example and the one about Gemini [spatial capabilities](../quickstarts/Spatial_understanding.ipynb)."

quickstarts/websockets/Get_started_LiveAPI.ipynb

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"This notebook implements a simple turn-based chat where you send messages as text, and the model replies with audio. The API is capable of much more than that. The goal here is to **demonstrate with simple code**.\n",
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"\n",
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"- The [Live API - Text to Text](../../quickstarts/Get_started_LiveAPI.ipynb) notebook is even simpler than this, as it doesn't deal with audio.\n",
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"- The [Live API - Audio Streaming in Colab](./live_api_streaming_in_colab.ipynb) demonstrates streaming audio **in Colab**.<br> It's more _fun_ than this notebook but **not optimized for readability**.\n",
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"- The [Live API - Audio Streaming in Colab](./LiveAPI_streaming_in_colab.ipynb) demonstrates streaming audio **in Colab**.<br> It's more _fun_ than this notebook but **not optimized for readability**.\n",
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"- The [Live API Audio Video to Audio python script](./Get_started_LiveAPI.py) doesn't work in colab, but provides a relatively readable implementation of audio and video streaming."
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"- If you aren't looking for code, and just want to try multimedia streaming use [Live API in Google AI Studio](https://aistudio.google.com/app/live).\n",
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"- If you want to see how to setup streaming interruptible audio and video using the Live API and the SDK see the [Audio and Video input Tutorial](../../quickstarts/Get_started_LiveAPI.py).\n",
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"- Try the [Tool use in the live API tutorial](../../quickstarts/Get_started_LiveAPI_tools.ipynb) for an walkthrough of Gemini 2.0's new tool use capabilities.\n",
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"- There is a [Streaming audio in Colab example](../../quickstarts/websockets/live_api_streaming_in_colab.ipynb), but this is more of a **demo**, it's **not optimized for readability**.\n",
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"- There is a [Streaming audio in Colab example](../../quickstarts/websockets/LiveAPI_streaming_in_colab.ipynb), but this is more of a **demo**, it's **not optimized for readability**.\n",
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"- Other nice Gemini 2.0 examples can also be found in the [Cookbook](https://github.com/google-gemini/cookbook/tree/main/gemini-2/).\n"
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quickstarts/websockets/Get_started_LiveAPI_tools.ipynb

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"This notebook provides examples of how to use tools with the Multimodal Live API with the Gemini 2.0 models. The API provides Google Search, Code Execution and Function Calling.\n",
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"This tutorial assumes you are familiar with the Live API, as described in the [Live API starter tutorial](./live_api_starter.ipynb).\n",
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"This tutorial assumes you are familiar with the Live API, as described in the [Live API starter tutorial](./Get_started_LiveAPI.ipynb).\n",
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"\n",
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"Note: This version of the tutorial uses websockets directly. The [SDK version of this tutorial](../../quickstarts/Get_started_LiveAPI_tools.ipynb) is a bit simpler because the SDK handles some of the details for you."
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"\n",
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"- If you aren't looking for code, and just want to try multimedia streaming use [Live API in Google AI Studio](https://aistudio.google.com/app/live).\n",
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"- If you want to see how to setup streaming interruptible audio and video using the Live API and the SDK see the [Audio and Video input Tutorial](../../quickstarts/Get_started_LiveAPI.py).\n",
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"- There is a [Streaming audio in Colab example](../../quickstarts/quickstarts/websockets/live_api_streaming_in_colab.ipynb), but this is more of a **demo**, it's **not optimized for readability**.\n",
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"- There is a [Streaming audio in Colab example](../../quickstarts/websockets/LiveAPI_streaming_in_colab.ipynb), but this is more of a **demo**, it's **not optimized for readability**.\n",
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"- Other nice Gemini 2.0 examples can also be found in the [Cookbook](https://github.com/google-gemini/cookbook/blob/main/gemini-2/).\n"
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}

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