Multiple temperature sensing w data logging

Mega2650

You are likely to run out of memory before you run out of pins, so you might as well get a Mega to start with. When you have a clear purpose in mind, a kit is probably a mistake, and a plain-vanilla Mega will suffice. The Arduino usage is pretty common and you will be well-supported here. Your substantial research might be better employed looking at remote power supply.