Seal a Microchip TC1047AVNBTR temperature sensor into a plastic tube to make it impervious to water and most other liquids. This is intended for use at low temperatures. The photo shows the completed probe, powered by three AA cells, measuring the ambient temperature as 30.9 degrees celsius.
http://www.instructables.com/id/Water-proofed-temperature-sensor/