What is standard deviation, variance and R square in Linear Regression?

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I am learning regression and classification the past week as a part of my machine learning class. So, I have understood what is linear regression and how the coefficient error values are calculated for the equation:

y = b0 + b1X+ e

But what exactly does R^Square, variance and standard deviation mean for a Predicted model?