diff --git a/install.sh b/install.sh
index 677723d..57d73f7 100644
--- a/install.sh
+++ b/install.sh
@@ -130,48 +130,11 @@ remove_service_files() {
     done
 }
 
-# Function to prompt the user for installation choice
-prompt_user_choice() {
-    local default_choice="1"
-    local timeout=1
-
-    log "INFO" "Prompting user for installation choice with a ${timeout}-second timeout..."
-
-    echo -e "Please choose an installation option:"
-    echo "1) ⚙️ LXC AutoScale (default)"
-    echo "2) ✨ LXC AutoScale ML (experimental)"
-    echo -e "You have ${timeout} seconds to choose. If no choice is made, option 1 will be selected automatically.\n"
-
-    # Using /dev/tty to read input from the terminal directly
-    if read -r -t $timeout user_choice < /dev/tty; then
-        log "INFO" "User selected option ${user_choice}."
-    else
-        user_choice=$default_choice
-        log "INFO" "No input received, defaulting to option ${user_choice}."
-    fi
-
-    echo -e "You chose option ${user_choice}."
-    echo
-
-    case $user_choice in
-        1)
-            install_flag="LXC_AUTO_SCALE"
-            ;;
-        2)
-            install_flag="LXC_AUTO_SCALE_ML"
-            ;;
-        *)
-            log "ERROR" "Invalid choice. Exiting."
-            exit 1
-            ;;
-    esac
-}
-
 # Function to install LXC AutoScale
 install_lxc_autoscale() {
     log "INFO" "Installing LXC AutoScale..."
 
-    # Disable and stop lxc_autoscale_ml if running. Don't use both at same time (you can still run api and monitor)
+    # Disable and stop lxc_autoscale_ml if running. Don't use both at the same time (you can still run api and monitor)
     systemctl disable lxc_autoscale_ml
     systemctl stop lxc_autoscale_ml
 
@@ -219,129 +182,12 @@ install_lxc_autoscale() {
     fi
 }
 
-# Function to install LXC AutoScale ML
-install_lxc_autoscale_ml() {
-    log "INFO" "Installing LXC AutoScale ML..."
-
-    # Disable and stop lxc_autoscale if running. Don't use both at same time
-    systemctl disable lxc_autoscale
-    systemctl stop lxc_autoscale
-
-    # Stop lxc_autoscale_ml if running
-    systemctl stop lxc_autoscale_ml
-
-    # Reload systemd
-    systemctl daemon-reload
-
-    # Install needed packages
-    apt install git python3-flask python3-requests python3-paramiko -y
-    
-    # Create necessary directories
-    mkdir -p /etc/lxc_autoscale_ml
-    mkdir -p /usr/local/bin/lxc_autoscale_api
-    mkdir -p /usr/local/bin/lxc_autoscale_ml
-
-    # Create an empty __init__.py file to treat the directory as a Python package
-    touch /usr/local/bin/lxc_autoscale_ml/__init__.py
-    touch /usr/local/bin/lxc_autoscale_api/__init__.py
-
-    # Download and install all Python files in the lxc_autoscale_ml directory
-
-    # Download and install the api application files
-    curl -sSL -o /usr/local/bin/lxc_autoscale_api/lxc_autoscale_api.py https://raw.githubusercontent.com/fabriziosalmi/proxmox-lxc-autoscale/main/lxc_autoscale_ml/api/lxc_autoscale_api.py
-    curl -sSL -o /usr/local/bin/lxc_autoscale_api/cloning_management.py https://raw.githubusercontent.com/fabriziosalmi/proxmox-lxc-autoscale/main/lxc_autoscale_ml/api/cloning_management.py
-    curl -sSL -o /usr/local/bin/lxc_autoscale_api/config.py https://raw.githubusercontent.com/fabriziosalmi/proxmox-lxc-autoscale/main/lxc_autoscale_ml/api/config.py
-    curl -sSL -o /usr/local/bin/lxc_autoscale_api/error_handling.py https://raw.githubusercontent.com/fabriziosalmi/proxmox-lxc-autoscale/main/lxc_autoscale_ml/api/error_handling.py
-    curl -sSL -o /usr/local/bin/lxc_autoscale_api/health_check.py https://raw.githubusercontent.com/fabriziosalmi/proxmox-lxc-autoscale/main/lxc_autoscale_ml/api/health_check.py
-    curl -sSL -o /usr/local/bin/lxc_autoscale_api/lxc_management.py https://raw.githubusercontent.com/fabriziosalmi/proxmox-lxc-autoscale/main/lxc_autoscale_ml/api/lxc_management.py
-    curl -sSL -o /usr/local/bin/lxc_autoscale_api/resource_checking.py https://raw.githubusercontent.com/fabriziosalmi/proxmox-lxc-autoscale/main/lxc_autoscale_ml/api/resource_checking.py
-    curl -sSL -o /usr/local/bin/lxc_autoscale_api/scaling.py https://raw.githubusercontent.com/fabriziosalmi/proxmox-lxc-autoscale/main/lxc_autoscale_ml/api/scaling.py
-    curl -sSL -o /usr/local/bin/lxc_autoscale_api/snapshot_management.py https://raw.githubusercontent.com/fabriziosalmi/proxmox-lxc-autoscale/main/lxc_autoscale_ml/api/snapshot_management.py
-    curl -sSL -o /usr/local/bin/lxc_autoscale_api/utils.py https://raw.githubusercontent.com/fabriziosalmi/proxmox-lxc-autoscale/main/lxc_autoscale_ml/api/utils.py
-    # Download and install the api configuration file
-    curl -sSL -o /etc/lxc_autoscale_ml/lxc_autoscale_api.yaml https://raw.githubusercontent.com/fabriziosalmi/proxmox-lxc-autoscale/main/lxc_autoscale_ml/api/lxc_autoscale_api.yaml
- 
-    # Download and install the monitor application file
-    curl -sSL -o /usr/local/bin/lxc_monitor.py https://raw.githubusercontent.com/fabriziosalmi/proxmox-lxc-autoscale/main/lxc_autoscale_ml/monitor/lxc_monitor.py
-    # Download and install the monitor configuration file
-    curl -sSL -o /etc/lxc_autoscale_ml/lxc_monitor.yaml https://raw.githubusercontent.com/fabriziosalmi/proxmox-lxc-autoscale/main/lxc_autoscale_ml/api/lxc_autoscale_api.yaml
- 
-    # Download and install the model application files
-    curl -sSL -o /usr/local/bin/lxc_autoscale_ml/config_manager.py https://raw.githubusercontent.com/fabriziosalmi/proxmox-lxc-autoscale/main/lxc_autoscale_ml/model/config_manager.py
-    curl -sSL -o /usr/local/bin/lxc_autoscale_ml/data_manager.py https://raw.githubusercontent.com/fabriziosalmi/proxmox-lxc-autoscale/main/lxc_autoscale_ml/model/data_manager.py
-    curl -sSL -o /usr/local/bin/lxc_autoscale_ml/lock_manager.py https://raw.githubusercontent.com/fabriziosalmi/proxmox-lxc-autoscale/main/lxc_autoscale_ml/model/lock_manager.py
-    curl -sSL -o /usr/local/bin/lxc_autoscale_ml/logger.py https://raw.githubusercontent.com/fabriziosalmi/proxmox-lxc-autoscale/main/lxc_autoscale_ml/model/logger.py
-    curl -sSL -o /usr/local/bin/lxc_autoscale_ml/model.py https://raw.githubusercontent.com/fabriziosalmi/proxmox-lxc-autoscale/main/lxc_autoscale_ml/model/model.py
-    curl -sSL -o /usr/local/bin/lxc_autoscale_ml/scaling.py https://raw.githubusercontent.com/fabriziosalmi/proxmox-lxc-autoscale/main/lxc_autoscale_ml/model/scaling.py
-    curl -sSL -o /usr/local/bin/lxc_autoscale_ml/signal_handler.py https://raw.githubusercontent.com/fabriziosalmi/proxmox-lxc-autoscale/main/lxc_autoscale_ml/model/signal_handler.py
-    curl -sSL -o /usr/local/bin/lxc_autoscale_ml/lxc_autoscale_ml.py https://raw.githubusercontent.com/fabriziosalmi/proxmox-lxc-autoscale/main/lxc_autoscale_ml/model/lxc_autoscale_ml.py
-    # Download and install the model configuration file
-    curl -sSL -o /etc/lxc_autoscale_ml/lxc_autoscale_ml.yaml https://raw.githubusercontent.com/fabriziosalmi/proxmox-lxc-autoscale/main/lxc_autoscale_ml/model/lxc_autoscale_ml.yaml
-
-    # Download and install the systemd services file
-    curl -sSL -o /etc/systemd/system/lxc_autoscale_ml.service https://raw.githubusercontent.com/fabriziosalmi/proxmox-lxc-autoscale/main/lxc_autoscale_ml/model/lxc_autoscale_ml.service
-    curl -sSL -o /etc/systemd/system/lxc_autoscale_api.service https://raw.githubusercontent.com/fabriziosalmi/proxmox-lxc-autoscale/main/lxc_autoscale_ml/api/lxc_autoscale_api.service
-    curl -sSL -o /etc/systemd/system/lxc_monitor.service https://raw.githubusercontent.com/fabriziosalmi/proxmox-lxc-autoscale/main/lxc_autoscale_ml/monitor/lxc_monitor.service
-
-    # Make the main script executable
-    chmod +x /usr/local/bin/lxc_autoscale_ml/lxc_autoscale_ml.py
-    chmod +x /usr/local/bin/lxc_autoscale_api/lxc_autoscale_api.py
-    chmod +x /usr/local/bin/lxc_monitor.py
-
-    # Reload systemd to recognize the new service
-    systemctl daemon-reload
-    systemctl enable lxc_autoscale_ml.service
-    systemctl enable lxc_autoscale_api.service
-    systemctl enable lxc_monitor.service
-
-    # Automatically start the service after installation
-    if systemctl start lxc_autoscale_api.service; then
-        log "INFO" "${CHECKMARK} Service LXC AutoScale API started successfully!"
-    else
-        log "ERROR" "${CROSSMARK} Failed to start Service LXC AutoScale."
-    fi
-
-    # Automatically start the service after installation
-    if systemctl start lxc_monitor.service; then
-        log "INFO" "${CHECKMARK} Service LXC Monitor started successfully!"
-    else
-        log "ERROR" "${CROSSMARK} Failed to start Service LXC Monitor."
-    fi
-
-    # Automatically start the service after installation
-    if systemctl start lxc_autoscale_ml.service; then
-        log "INFO" "${CHECKMARK} Service LXC AutoScale ML started successfully!"
-    else
-        log "ERROR" "${CROSSMARK} Failed to start Service LXC AutoScale ML."
-    fi
-
-    # Show status for all installed services
-    systemctl status lxc_monitor.service --no-pager
-    systemctl status lxc_autoscale_api.service --no-pager
-    systemctl status lxc_autoscale_ml.service --no-pager
-}
-
 # Main script execution
 header
 backup_files
 delete_files_and_folders
-prompt_user_choice
-
-# Ensure the install_flag is initialized
-install_flag=${install_flag:-""}
 
-# Proceed with installation based on the chosen option
-case $install_flag in
-    "LXC_AUTO_SCALE")
-        install_lxc_autoscale
-        ;;
-    "LXC_AUTO_SCALE_ML")
-        install_lxc_autoscale_ml
-        ;;
-    *)
-        log "ERROR" "Invalid installation flag. Exiting."
-        exit 1
-        ;;
-esac
+# Proceed with LXC AutoScale installation
+install_lxc_autoscale
 
 log "INFO" "${CHECKMARK} Installation process complete!"