As I am an intermediate coder, how many months preparation is required to crack sde 1 role in uber, google, Microsoft, etc.

Drawing from experience, a period of about 6-8 months of solid preparation worked for me. Focusing on the fundamentals, Data Structures and Algorithms, is instrumental.