One-sample: compare a sample mean to a fixed value. Two-sample: compare two independent group means. Paired: compare before/after on the same subjects.
Two-tailed tests for any difference. One-tailed tests for a specific direction.
The probability threshold below which you reject the null hypothesis. 0.05 is the most common choice.