Randomly create a set of 20 data points (N=20) such that for each point x=(x_1.x_2), the...

 

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Randomly create a set of 20 data points (N=20) such that for each point x=(x_1.x_2), the coordinates x_1.x_2 be integers. x_1.x_2 are to be limited to the [-30,+30] range and uncorrelated. Choose the line x_1+2x_2-1.1 = 0 as your target function, where the points on one side of the line map to y=+1 (f=x_1+2x_2-1.5>0) and the other points map to y=-1 (f=x_1+2x_2-1.5 <0). Now, you have a set of 20 data points (x,y) as your separable data points. Plot the points on the 2D plane labeling them with "+" or "-" or Red and Blue. Implement and run the simple perceptron algorithm. You must write the perceptron code from scratch as opposed to using the code in software packages. Make sure to include declarations next to code lines for ease of readability. How many iterations does it take to arrive at the solution boundary (estimated target function)? Plot 4 iterations including the final one showing the boundary line at each iteration. Draw the function fline on the last plot and explain why they are different. Is there any solution that could be better than others? Explain. Randomly create a set of 20 data points (N=20) such that for each point x=(x_1.x_2), the coordinates x_1.x_2 be integers. x_1.x_2 are to be limited to the [-30,+30] range and uncorrelated. Choose the line x_1+2x_2-1.1 = 0 as your target function, where the points on one side of the line map to y=+1 (f=x_1+2x_2-1.5>0) and the other points map to y=-1 (f=x_1+2x_2-1.5 <0). Now, you have a set of 20 data points (x,y) as your separable data points. Plot the points on the 2D plane labeling them with "+" or "-" or Red and Blue. Implement and run the simple perceptron algorithm. You must write the perceptron code from scratch as opposed to using the code in software packages. Make sure to include declarations next to code lines for ease of readability. How many iterations does it take to arrive at the solution boundary (estimated target function)? Plot 4 iterations including the final one showing the boundary line at each iteration. Draw the function fline on the last plot and explain why they are different. Is there any solution that could be better than others? Explain.

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To randomly create a set of 20 data points and implement the perceptron algorithm you can follow the... View the full answer