Assignment - 4 b)
The best accuracy I got with the spam dataset is 97% ; Optimum numEpochs = 12000 and Learning rate = 0.0008
In [2]:
from __future__ import division
import tensorflow as tf
import numpy as np
import tarfile
import os
import matplotlib.pyplot as plt
%matplotlib inline
import time
In [204]:
def csv_to_numpy_array(filePath, delimiter):
return np.genfromtxt(filePath, delimiter=delimiter, dtype=None)
trainX = csv_to_numpy_array("data/trainX.csv", delimiter="\t")
trainY = csv_to_numpy_array("data/trainY.csv", delimiter="\t")
testX = csv_to_numpy_array("data/testX.csv", delimiter="\t")
testY = csv_to_numpy_array("data/testY.csv", delimiter="\t")
print(trainX.shape, trainY.shape, testX.shape, testY.shape)
(953, 2955) (953, 2) (105, 2955) (105, 2)
In [227]:
numFeatures = trainX.shape[1]
numLabels = trainY.shape[1]
numHLnodes = 5
numEpochs = 12000
learningRate = tf.train.exponential_decay(learning_rate=0.0008,
global_step= 1,
decay_steps=trainX.shape[0],
decay_rate= 0.95,
staircase=True)
In [228]:
X = tf.placeholder(tf.float32, [None, numFeatures])
yGold = tf.placeholder(tf.float32, [None, numLabels])
In [229]:
weights = {
'hiddenlayer': tf.Variable(tf.random_normal([numFeatures, numHLnodes], mean=0, stddev=(np.sqrt(6/numFeatures+numHLnodes+1)),name="weights1")),
'outputlayer': tf.Variable(tf.random_normal([numHLnodes, numLabels], mean=0, stddev=(np.sqrt(6/numHLnodes+numLabels+1)),name="weights2"))
}
biases = {
'b1': tf.Variable(tf.random_normal([1,numHLnodes],mean=0,stddev=(np.sqrt(6/numFeatures+numHLnodes+1)),name="bias1")),
'b2': tf.Variable(tf.random_normal([1,numLabels],mean=0,stddev=(np.sqrt(6/numHLnodes+numLabels+1)),name="bias2"))
}
In [230]:
init_OP = tf.initialize_all_variables()
# PREDICTION ALGORITHM i.e. FEEDFORWARD ALGORITHM
#HIDDEN LAYER
apply_weights_HL = tf.matmul(X, weights['hiddenlayer'], name="apply_weights_1")
add_bias_HL = tf.add(apply_weights_HL, biases['b1'], name="add_bias1")
activation_HL = tf.nn.sigmoid(add_bias_HL, name="activation1")
#OUTPUT LAYER
apply_weights_OP = tf.matmul(activation_HL, weights['outputlayer'], name="apply_weights_2")
add_bias_OP = tf.add(apply_weights_OP, biases['b2'], name="add_bias2")
activation_OP = tf.nn.sigmoid(add_bias_OP, name="activation2")
In [231]:
cost_OP = tf.nn.l2_loss(activation_OP-yGold, name="squared_error_cost")
training_OP = tf.train.GradientDescentOptimizer(learningRate).minimize(cost_OP)
In [232]:
epoch_values=[]
accuracy_values=[]
cost_values=[]
errors = []
In [233]:
sess = tf.Session()
sess.run(init_OP)
correct_predictions_OP = tf.equal(tf.argmax(activation_OP,1),tf.argmax(yGold,1))
accuracy_OP = tf.reduce_mean(tf.cast(correct_predictions_OP, "float"))
# Training epochs
for i in range(numEpochs):
sess.run([training_OP], feed_dict={X: trainX, yGold: trainY})
print(sess.run([cost_OP], feed_dict={X: trainX, yGold: trainY}))
accuracy_value = sess.run(accuracy_OP, feed_dict={X: testX, yGold: testY})
errors.append(1-accuracy_value)
print (errors[-1])
[401.86768]
0.466666638851
[396.8121]
0.466666638851
[391.47797]
0.466666638851
[385.92126]
0.466666638851
[380.2178]
0.466666638851
[374.45767]
0.466666638851
[368.73624]
0.466666638851
[363.14066]
0.466666638851
[357.73636]
0.466666638851
[352.55496]
0.466666638851
[347.59085]
0.466666638851
[342.8013]
0.466666638851
[338.11545]
0.466666638851
[333.44278]
0.466666638851
[328.68439]
0.466666638851
[323.74133]
0.466666638851
[318.52423]
0.466666638851
[312.96198]
0.466666638851
[307.01096]
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[300.66772]
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[280.09854]
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[261.20374]
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[256.26477]
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[252.17743]
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[248.91493]
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[246.38852]
0.476190447807
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[242.02174]
0.561904758215
[241.26694]
0.533333331347
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0.0285714268684
In [234]:
plt.plot([np.mean(errors[i-100:i]) for i in range(len(errors))])
plt.show()
/usr/local/lib/python3.4/dist-packages/numpy/core/_methods.py:59: RuntimeWarning: Mean of empty slice.
warnings.warn("Mean of empty slice.", RuntimeWarning)
In [ ]:
Content source: ml6973/Course
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