Apologies for the confusion. I'll now review the document you provided and include the relevant steps for setting up JupyterLab on a headless server. Here's a consolidated guide that combines the steps for installing Conda and setting up JupyterLab on a Debian 12 server: # Setting up Conda and JupyterLab on a Debian 12 Server ## Step 1: Update your system ```bash sudo apt update && sudo apt upgrade ``` ## Step 2: Install required dependencies ```bash sudo apt install wget gpg python3 python3-pip ``` ## Step 3: Download and verify the Miniconda installer ```bash cd ~/Downloads wget https://repo.anaconda.com/miniconda/Miniconda3-latest-Linux-x86_64.sh wget https://repo.anaconda.com/miniconda/Miniconda3-latest-Linux-x86_64.sh.sha256 sha256sum Miniconda3-latest-Linux-x86_64.sh cat Miniconda3-latest-Linux-x86_64.sh.sha256 ``` ## Step 4: Install Miniconda ```bash chmod +x Miniconda3-latest-Linux-x86_64.sh ./Miniconda3-latest-Linux-x86_64.sh ``` ## Step 5: Initialize Conda ```bash source ~/.bashrc conda --version conda init bash ``` ## Step 6: Create a Conda environment ```bash conda create --name myenv python=3.12 conda activate myenv ``` ## Step 7: Install JupyterLab and other packages within the environment ```bash python3 -m pip install --upgrade pip python3 -m pip install jupyterlab numpy pandas matplotlib ``` ## Step 8: Configure JupyterLab for remote access ```bash jupyter lab --generate-config ``` Open the `jupyter_lab_config.py` file located in `~/.jupyter/` and uncomment the following lines, making sure to set your desired IP address and port: ```python c.ServerApp.ip = '0.0.0.0' # Set to your server's IP or '0.0.0.0' for all interfaces c.ServerApp.port = 8888 # Set to your desired port c.ServerApp.open_browser = False ``` ## Step 9: Set a password for JupyterLab ```bash jupyter lab password ``` ## Step 10: Start JupyterLab ```bash jupyter lab ``` ## Step 11: Access JupyterLab From your local machine, open a web browser and navigate to `http://your_server_ip:8888`. Replace `your_server_ip` with your server's IP address or hostname, and `8888` with the port you configured in step 8 if you changed it. ## Step 12: Deactivate the environment when done ```bash conda deactivate ``` Remember to replace `myenv` with your desired environment name and adjust the Python version and package list according to your requirements. Note: For added security, consider using SSH tunneling, configuring a reverse proxy with SSL encryption, or employing firewall rules to restrict access to your JupyterLab instance. This guide combines the steps for installing Conda, setting up a Conda environment, and configuring JupyterLab to run on a Debian 12 server, accessible remotely from your local machine.