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- Write a python code that implements the Forward Euler method to solve thedifferential equation. The slope function depends on the unknown solution y(t). Define your slope function so that the model parameters, b, PM, h areinput variables in your function definition. Complete your code by writing a loop that calculates the solution foreach time point and can plot your final approximate solution.import numpy as np # Define the differential equation functiondef func(t, y): return t - y**2# Define the initial conditions and parameterst0 = 0y0 = 1t_max = 2n = 10h = (t_max - t0) / n# Implement Euler's methodt = t0y = y0for i in range(n): y += h * func(t, y) t += hprint(y)print("\n")Let P2(x) be the least squares interpolating polynomial for f(x) := sin(πx) on the interval [0,1] (with weight function w(x) = 1). Determine nodes (x0,x1,x2) for the second-order Lagrange interpolating polynomial Pˆ2(x) so that P2 = Pˆ2. You are welcome to proceed theoretically or numerically using Python.
- Show that it is undecidable, given the source code of a program Q, to tell whether ornot any of the following is true:(i) Q halts on input 0.(ii) Q is total – that is, Q(y) halts for all y.(iii) Q(y) = true for all y.(iv) The set of y on which Q halts is finite.(v) There is a y such that Q(y) = y.(vi) Given a second program R, Q is equivalent to R. That is, even though Q and Rhave different source codes, they compute the same partial function – for all y,either Q(y) and R(y) both halt and return the same answer, or neither halts.Prove each of these by reducing Halting to them. That is, show to how convert aninstance (P, x) of Halting to an instance of the problem above. For instance, you canmodify P’s source code, or write a new program that calls P as a subroutine. Eachof these is asking for a Turing reduction; your reduction does not necessarily have tomap yes-instances to yes-instances and no-instances to no-instances – all that mattersis that if you could solve the problem, then…Apply Python Programming to this problem:With a rotated conic as such: Ax^2 + Bxy + Cy^2 + Dx + Ey + F = 0, write a function classifyconic(x) which has a purpose to classify if the given parameter of a conic is elliptic, hyperbolic or parabolic. The given parameter is x = [A, B, C, D, E, F].Note: A parabolic rotated conic has a discriminant D = B^2 - 4AC that is equal to zero. An elliptical rotated conic has a discriminant less than zero. A hyperbolic rotated conic has a discriminant greater than zero.Consider these questions:What type of rotated conics are these equations?1. x^2 - 3xy - 2y^2 + 8x + 6y + F1 = 02. x^2 + 2xy + y^2 + 2x + 4y + F2 = 03. x^2 + 3xy + 4y^2 + 3x + 5y + F3 = 0Let l be a line in the x-yplane. If l is a vertical line, its equation is x = a for some real number a. Suppose l is not a vertical line and its slope is m. Then the equation of l is y = mx + b, where b is the y-intercept. If l passes through the point (x₀, y₀), the equation of l can be written as y - y₀ = m(x - x₀). If (x₁, y₁) and (x₂, y₂) are two points in the x-y plane and x₁ ≠ x₂, the slope of line passing through these points is m = (y₂ - y₁)/(x₂ - x₁). Instructions Write a program that prompts the user for two points in the x-y plane. Input should be entered in the following order: Input x₁ Input y₁ Input x₂
- Consider the problem of making change for n cents using the fewest number of coins. Assume that we live in a country where coins come in k dierent denominations c1, c2, . . . , ck, such that the coin values are positive integers, k ≥ 1, and c1 = 1, i.e., there are pennies, so there is a solution for every value of n. For example, in case of the US coins, k = 4, c1 = 1, c2 = 5, c3 = 10, c4 = 25, i.e., there are pennies, nickels, dimes, and quarters. To give optimal change in the US for n cents, it is sufficient to pick as many quarters as possible, then as many dimes as possible, then as many nickels as possible, and nally give the rest in pennies. Design a bottom-up (non-recursive) O(nk)-time algorithm that makes change for any set of k different coin denominations. Write down the pseudocode and analyze its running time. Argue why your choice of the array and the order in which you fill in the values is the correct one. Notice how it is a lot easier to analyze the running time of…Consider the problem of making change for n cents using the fewest number of coins. Assume that we live in a country where coins come in k dierent denominations c1, c2, . . . , ck, such that the coin values are positive integers, k ≥ 1, and c1 = 1, i.e., there are pennies, so there is a solution for every value of n. For example, in case of the US coins, k = 4, c1 = 1, c2 = 5, c3 = 10, c4 = 25, i.e., there are pennies, nickels, dimes, and quarters. To give optimal change in the US for n cents, it is sufficient to pick as many quarters as possible, then as many dimes as possible, then as many nickels as possible, and nally give the rest in pennies. Design a bottom-up (non-recursive) O(nk)-time algorithm that makes change for any set of k different coin denominations. Write down the pseudocode and analyze its running time. Argue why your choice of the array and the order in which you ll in the values is the correct one.Consider the problem of making change for n cents using the fewest number of coins. Assume that we live in a country where coins come in k dierent denominations c1, c2, . . . , ck, such that the coin values are positive integers, k ≥ 1, and c1 = 1, i.e., there are pennies, so there is a solution for every value of n. For example, in case of the US coins, k = 4, c1 = 1, c2 = 5, c3 = 10, c4 = 25, i.e., there are pennies, nickels, dimes, and quarters. To give optimal change in the US for n cents, it is sufficient to pick as many quarters as possible, then as many dimes as possible, then as many nickels as possible, and nally give the rest in pennies. Prove that the coin changing problem exhibits optimal substructure. Design a recursive backtracking (brute-force) algorithm that returns the minimum number of coins needed to make change for n cents for any set of k different coin denominations. Write down the pseudocode and prove that your algorithm is correct.
- Write a program in python Using swarm basic optimization with arguments to find a minimum of Rosenbrook function, To find the minimum of the test function y = x – 2sin(x). set up the bound for the value [-5.12, 5.12]. Use Swarm to find the value of X which minimizes the test function. Use the default hyperparameters. # hyperparameters options = {'c1': 0.5, 'c2': 0.3, 'w':0.9}1. Given the following data set: X: 0 2 4 6 9 11 12 15 17 19 22 25 Y: 5 6 7 6 9 8 7 10 12 12 15 10 (a) Write a Python program to fit a curve using: Polynomial function of order 4 Cubic spline fit Plot both the data set and the approximating curve for the polynomial and spline functions. (b) In the Python program, add labels along the x and y axes, and put a title of your choice for each plot.A student is interested in computing the area under the function f(x)=x over the interval [0,1] and decides to get an accurate answer using a Monte Carlo experiment (by this we are assuming the student doesn't know the answer to such an elementary mathematical question). Which of the following R codes will give such an approximate answer? M = 10^6x = runif(M)y = runif(M)mean( y <= x ) M = 10^6x = runif(M)mean( x ) M = 10^6x = rnorm(M)mean( x ) M = 10^6x = rnorm(M)y = runif(M)mean( y <= x )