From Conditional Probability, we know that

Now,

And,

From (i) and (ii),

Here,

• $p(x|y)$ is the Posterior Probability
• $p(y)$ is the Marginal Probability
• $p(y|x)$ is the Likelihood
• $p(x)$ is the Prior Probability