The Map SDK can be used in Amazon SageMaker notebooks.

To access Jupyter Notebooks through Amazon SageMaker, navigate to the SageMaker dashboard, then click on **Notebook instances** in the left sidebar.

Click **Create Notebook Instance** to set up a computational environment, then choose either **Open Jupyter** or **Open JupyterLab** (recommended) to start your Jupyter environment. Then follow the steps under [Installation](https://docs.foursquare.com/analytics-products/docs/cloud-notebooks-sagemaker#installation).

The installation methods differ depending on whether you chose a **Jupyter** or **JupyterLab** environment.

# Jupyter (Jupyter Notebook) Installation

There are two steps necessary:

1. Install the Lab extension from a terminal environment. This installation only needs to be done once.
2. Install the Python package into the Conda environment of your choice. This installation needs to be done once for each Conda environment you wish to use.

### Installing the Notebook extension

First, to install the Notebook extension, we'll use the default environment to enable the package. From the Jupyter Notebook home screen, choose **New > Terminal**.

A terminal will appear. Inside the terminal run:

```bash
pip

pip install foursquare.map-sdk
jupyter nbextension install --py --sys-prefix foursquare.map_sdk
jupyter nbextension enable --py --sys-prefix foursquare.map_sdk
```

### Installing the Python package

Start by opening a notebook using a Python 3 environment. For example, choose `conda_python3`. In the first cell, use `!pip` to install `foursquare.map-sdk` again:

```bash
!pip install foursquare.map-sdk
```

Upon reloading, Studio maps will display in the notebook. Note that this `pip install` command only needs to be run once per Python environment. For example, the next time I create a notebook in the `conda_pytorch_p36` environment I can run `import foursquare.map-sdk` without running `!pip install` again.

# Jupyter Lab

To install the Map SDK in Jupyter Lab, two steps are necessary:

### Installing the Lab extension

From the JupyterLab home screen, select **Terminal**.

Inside the terminal run:

```bash
pip install foursquare.map-sdk
jupyter labextension install @jupyter-widgets/jupyterlab-manager @foursquare/jupyter-map-sdk
```

### Installing the Python package

```bash
!pip install foursquare.map-sdk
```

After this `pip install`, you must reload the JupyterLab page in your browser.

SageMaker rendering a map in Studio.

Updated 5 months ago.