How do you convert JPEG file to pdf?

There are many applications which will do this, including Adobe Acrobat, the original PDF document creation software. Free software that does this includes PDFCreator and CutePDFWriter, which you can find using any web search engine. Note that what you are actually getting it simply a (potentially even more distorted, due to compression) copy of the jpeg file encapsulated within the pdf file.