Hello,
Yes, you are correct, the 10 uF and 1uF are both electrolytics, and albert22 is also correct on the third one. It is in fact a small ceramic, and the value written on it will be 104. The first two numbers are the value in pF and the third number is the multiplier (number of zeros.) So the value 10000 pF is the same as 100nF or .1uF. A cap marked 103 has a value of 10 nF, or .01 uF. Generally ceramics larger than about 220 nF are hard to find. The clue about electolytics is given by the symbol; one plate is black, the other white.
You also have to watch out for the voltage value. Normally you want to specify caps that are rated for at least 2 times the amount of voltage they will see. So if your transformer puts out 24 volts at the secondary, you would want to use caps rated at 48 volts.
Regards,
Robert