Add a cell to create a function and name it my$\_$function$\_$firstname, where firstname is your first name.

Let the function return an integer value stored in one byte i$.$e$.$int$8$ of $(4$x$)*(3$y$).$ Where x is the number of rows and y is the number of columns.

Use np$.$fromfunction$()$ to generate three elements each are two by six using the my$\_$fuction$\_$firstname.

Inspect the code under this section copy it$,$ add a cell to extract values $16,17,18$

Inspect the code under this section copy it$,$ then add a cell to iterate over c and print the Boolean values for items equivalent to zeros.

Inspect the code under this section copy it$,$ then add a cell to create a variable name it q$5\_$firstname where firstname is your firstname and vertically stack q$1$ and q$2$ and print the output.

Inspect the code under this section copy it$,$ then add a cell to create a variable name it q$8\_$firstname where firstname is your firstname $,$ concatenate q$1$ and q$3$ and print the results.

Inspect the code under this section copy it$,$ then add a cell and create a variable named t$\_$firstname where firstname is your name, let the variable hold any ndaray size $2$ by $7$ with zero values, print the result then transpose and print the result.

Inspect the code under this section copy it$,$ then add a cell to create $2$ ndarrays name the first a$1$ and the second a$2.$ Both arrays should contain numbers in the range $0$ to $7,$ inclusive $.$ Print a$1$ and a$2.$ Reshape a$1$ to a $2$ by $4.$ Reshape a$2$ to a $4$ by $2.$ Create a new variable a$3\_$first name where firstname is your first name which holds the dot product of a$1$ and a$2$ name it a$3$ and print the output of a$3\_$firstname, then the shape of a$3\_$first name.

Add a cell to create a new $4$ by $4$ ndaray with values between $0$ and $15,$ name the variable that holds the array your first name, print the array and the inverse of the array.

Add a cell to create a $4$ by $4$ identity array.

Add a cell to create a $3$ by $3$ matrix with values generated randomly then printout the determinant of the matrix.

Add a cell to create a $4$ by $4$ matrix with values generated randomly, assign the matrix to a variable named e$\_$firstname. Printout the Eigenvalue and eigenvectors of the matrix.

Add a cell to solve the following linear equations:

$2$x$+4$y$+$z $=12$

$3$x$+8$y$+2$z $=16$

X$+2$y$+3$z $=3$

Check the results using the allcolse method.