NTC is a contact resistance sensor, the thermocouple generates temperature-dependent voltage and the infrared sensor assesses the surface temperature from radiation. The choice depends on what you actually want to measure.
The temperature of the liquid can be measured using an appropriately installed contact probe. It is interesting for a moving surface IR-measurement, but it must be checked for its material and measurement geometry.
Light metal may be IR-it gives a misleading result. Also, the nominal range of the converter does not demonstrate the same range of the whole probe and cable.
Select products according to the above criteria; the list is not a confirmation that they are all interchangeable.
Inox probe NTC sensor for a temperature of 10K 0,5m cable
Module Infrared Thermometer MLX90614ESF-DCC for Arduino