From 5993e6ddaf0f76fe4935c16284555ef93a5c1799 Mon Sep 17 00:00:00 2001 From: lzuehsow Date: Fri, 18 Mar 2016 14:54:09 -0400 Subject: [PATCH 1/2] Turning in Machine Learning ToolBox --- learning_curve.py | 30 ++++++++++++++++++++---------- 1 file changed, 20 insertions(+), 10 deletions(-) diff --git a/learning_curve.py b/learning_curve.py index 2364f2c..c78c12a 100644 --- a/learning_curve.py +++ b/learning_curve.py @@ -1,23 +1,33 @@ """ Exploring learning curves for classification of handwritten digits """ import matplotlib.pyplot as plt -import numpy +import numpy as np from sklearn.datasets import * from sklearn.cross_validation import train_test_split from sklearn.linear_model import LogisticRegression data = load_digits() -print data.DESCR -num_trials = 10 -train_percentages = range(5,95,5) -test_accuracies = numpy.zeros(len(train_percentages)) +# print data.DESCR +num_trials = 25 +train_percentages = range(5,90,5) -# train a model with training percentages between 5 and 90 (see train_percentages) and evaluate -# the resultant accuracy. -# You should repeat each training percentage num_trials times to smooth out variability -# for consistency with the previous example use model = LogisticRegression(C=10**-10) for your learner +test_accuracies = [] -# TODO: your code here +for num in train_percentages: + trainaccuracy = [] + testaccuracy = [] + + for num1 in range(0,num_trials): + + x_train, x_test, y_train, y_test = train_test_split(data.data, data.target, train_size=(float(num)/100.0)) + model = LogisticRegression(C=10**-10) + model.fit(x_train, y_train) + trainaccuracy.append(model.score(x_train,y_train)) + testaccuracy.append(model.score(x_test,y_test)) + print num + trainaccuracyavg = np.mean(trainaccuracy) + testaccuracyavg = np.mean(testaccuracy) + test_accuracies.append(np.mean(testaccuracy)) fig = plt.figure() plt.plot(train_percentages, test_accuracies) From b2d5806a1530992594407e72065f60228241181b Mon Sep 17 00:00:00 2001 From: Oktober13 Date: Fri, 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