# Homework 3: Problem 2 (Test File) # Due: Friday, April 15. # # AFTER YOU COMPLETE PROBLEM 2, USE CROSS-VALIDATION TO MEASURE HOW # WELL YOUR NETWORK HAS LEARNED TO SOLVE THE UNDERLYING PROBLEM. # Lines that begin with a `#' character are ignored # as are lines that contain only white space: (spaces, tabs, newlines) # The first nontrivial line describes the network architecture: # It contains a list that corresponds to the number of units # in each layer: n_0 n_1 n_2 ... n_L. (The program will infer L) # The following specifies a three layer network (L=3) with 2 input units, # 8 hidden units in Layer 1, 8 hidden units in Layer 2 and 1 output unit. 2 8 8 1 # (You might need to adjust this architecture to learn the problem.) # The rest of the file contains the training data with one pattern # per line. The first n_0 numbers represent the input value, the last # n_L reprsent the corresponding output values. 1.20 0.18 -0.90 1.41 0.83 -0.90 1.86 -0.51 -0.90 1.15 0.38 -0.90 2.72 0.53 -0.90 1.86 1.09 -0.90 1.64 0.81 -0.90 2.57 0.35 -0.90 1.68 0.38 -0.90 2.27 0.99 -0.90 1.45 1.69 -0.90 1.54 1.27 -0.90 2.36 1.88 -0.90 2.14 1.27 -0.90 2.04 1.79 -0.90 1.85 1.85 -0.90 1.96 2.05 -0.90 2.48 2.83 -0.90 1.76 2.67 -0.90 1.94 3.14 -0.90 1.57 2.86 -0.90 1.51 2.65 -0.90 1.74 2.67 -0.90 1.66 2.15 -0.90 0.40 3.28 -0.90 1.11 2.81 -0.90 0.59 2.95 -0.90 0.54 3.49 -0.90 -0.12 2.92 -0.90 0.21 3.55 -0.90 0.20 3.57 -0.90 -0.00 3.31 -0.90 -0.30 3.67 -0.90 -0.08 3.94 -0.90 -1.21 3.90 -0.90 -0.06 3.80 -0.90 -1.57 3.49 -0.90 -0.53 2.99 -0.90 -0.69 3.32 -0.90 -1.32 3.65 -0.90 -2.66 3.91 -0.90 -1.71 3.25 -0.90 -2.73 3.99 -0.90 -3.05 3.65 -0.90 -2.70 3.64 -0.90 -3.11 2.59 -0.90 -2.78 2.76 -0.90 -3.93 3.57 -0.90 -3.33 2.51 -0.90 -3.51 2.76 -0.90 -4.09 3.23 -0.90 -3.99 2.70 -0.90 -4.34 1.87 -0.90 -3.98 3.11 -0.90 -4.12 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-4.89 -0.90 6.02 -4.54 -0.90 6.38 -4.32 -0.90 7.27 -4.62 -0.90 6.62 -3.86 -0.90 7.06 -3.37 -0.90 8.06 -2.63 -0.90 8.41 -2.87 -0.90 7.27 -2.77 -0.90 7.96 -2.26 -0.90 8.38 -2.22 -0.90 8.19 -0.74 -0.90 7.29 -0.69 -0.90 8.33 -0.42 -0.90 8.30 -0.09 -0.90 9.11 0.51 -0.90 8.29 0.39 -0.90 8.56 1.24 -0.90 8.84 1.41 -0.90 9.03 1.58 -0.90 7.60 2.95 -0.90 8.17 3.90 -0.90 7.98 3.31 -0.90 7.85 3.82 -0.90 7.58 4.20 -0.90 7.45 4.18 -0.90 6.88 4.50 -0.90 6.48 5.49 -0.90 6.96 5.14 -0.90 7.28 6.29 -0.90 6.76 6.85 -0.90 6.17 6.90 -0.90 5.67 7.94 -0.90 5.31 7.55 -0.90 4.64 7.64 -0.90 4.71 8.25 -0.90 3.37 8.79 -0.90 4.38 8.66 -0.90 3.44 9.20 -0.90 3.69 8.40 -0.90 2.58 9.29 -0.90 1.28 8.90 -0.90 0.90 10.29 -0.90 0.57 9.49 -0.90 1.32 9.93 -0.90 0.12 9.85 -0.90 -1.20 9.74 -0.90 -1.06 10.05 -0.90 -1.93 10.10 -0.90 -1.48 9.40 -0.90 -2.36 10.22 -0.90 -3.43 9.51 -0.90 -2.92 10.07 -0.90 -3.96 10.22 -0.90 -4.91 8.53 -0.90 -4.78 9.07 -0.90 -4.70 8.39 -0.90 -5.91 8.59 -0.90 -6.49 7.64 -0.90 -6.72 8.13 -0.90 -6.51 7.57 -0.90 -8.01 7.77 -0.90 -8.69 7.65 -0.90 -8.38 6.65 -0.90 -8.48 6.26 -0.90 -8.69 5.28 -0.90 -9.26 5.29 -0.90 -8.99 5.71 -0.90 -9.89 4.94 -0.90 -9.42 4.22 -0.90 -10.61 3.66 -0.90 -10.31 2.41 -0.90 -10.83 2.57 -0.90 -10.34 1.43 -0.90 -11.77 1.75 -0.90 -11.29 1.01 -0.90 -11.98 -0.23 -0.90 -11.65 0.33 -0.90 -11.41 -0.93 -0.90 -11.42 -1.65 -0.90 -10.95 -1.52 -0.90 -11.14 -2.52 -0.90 -11.51 -3.11 -0.90 -11.43 -4.45 -0.90 -11.75 -4.52 -0.90 -10.92 -4.68 -0.90 -10.66 -5.71 -0.90 -10.32 -6.05 -0.90 -9.35 -6.35 -0.90 -9.00 -7.60 -0.90 -9.20 -7.75 -0.90 -8.41 -7.94 -0.90 -8.75 -9.44 -0.90 -8.54 -9.27 -0.90 -8.21 -9.55 -0.90 -7.19 -9.91 -0.90 -6.72 -10.21 -0.90 -6.64 -10.31 -0.90 -5.22 -11.27 -0.90 -5.46 -11.03 -0.90 -4.35 -11.19 -0.90 -4.10 -11.62 -0.90 -3.15 -12.34 -0.90 -2.30 -12.02 -0.90 -2.91 -11.93 -0.90 -1.83 -12.05 -0.90 -2.00 -12.62 -0.90 -0.19 -13.12 -0.90 0.46 -12.94 -0.90 0.97 -12.11 -0.90 1.51 -13.03 -0.90 2.25 -13.30 -0.90 2.66 -13.48 -0.90 3.80 -12.86 -0.90 3.53 -11.85 -0.90 5.33 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