The answer to your Question 2 is positive, in view of Theorem 3.1 and Fact 2.4 (for general subgaussian entries) in the paper by [Litvak et al ][1] (referred to in the book by Tao that you linked). 


  [1]: http://www-personal.umich.edu/~rudelson/papers/rand-matr.pdf