That won't be the case. In the PDF, the video will take the form of a simple image (the video thumbnail). If you wish to add a video link to your PDF, you'll need to use a third-party tool, such as Adobe Acrobat (paid version) or PDFelement. A web-based paid alternative is pdfFiller.