Hi @anyketua,
As @pgr said, there is no direct method that will allow you to download PDF invoices in Bulk. However, you can use the SuiteCRM Global PDF Generator for this purpose. With help of this, you can download PDF in one click and that from any custom module you want. 
Here is the link of the Extension: SuiteCRM Global PDF Generator