Deep Learning - Deep Neural Network for Beginners Using Python - Solution to Problem

The video tutorial discusses the limitations of using linear solutions and circles for data fitting. It suggests that while circles can fit some data points, they are limited in scope. The tutorial introduces curves as a more flexible and effective alternative, emphasizing the importance of nonlinear solutions in cases where linear methods fail. The focus shifts towards exploring these nonlinear solutions for better data analysis.

Why is a circle considered as an alternative to a line in fitting data points?

• Because it can separate green and red points effectively.

• Because it is easier to draw.

• Because it can fit all data points perfectly.

• Because it is a linear solution.

What is a major limitation of using a circle for data fitting?

• It is a linear solution.

• It is too complex to understand.

• It fits all points inside.

• It cannot be extended.

Why is a curve considered a better choice than a circle?

• Because it fits all points inside.

• Because it is easier to calculate.

• Because it can extend beyond the limitations of a circle.

• Because it is a linear solution.

What type of solution is a curve considered to be?

• Complex

• Linear

• Nonlinear

• Circular

In what situations is a nonlinear solution like a curve preferred?

• When no solution is needed.

• When linear solutions fail.

• When linear solutions succeed.

• When circular solutions are perfect.