Basically Galaxy tab will need an app to open PDF file. Period! It is not a Kindle Fire which will open a PDF file automatically.
The simple way is setting a default app to open a PDF file so that you can save couple steps to open.
Click the checkbox (Use by default for this action) and select the Amazon Kindle.
Next time when you open a PDF file, you will not get the dialog box for selection of PDF app anymore.