This should be the case for most computers. You need to have the newest Java 8 (or higher) installed on your computer for Transkribus to work.
There you will find the executable files for your operating system. Start Transkribus from your user interface via doubleclick:
After download you will see a ZIP File in the download directory of your computer. Unzip the file before you try to start Transkribus.