From 1a4c22e4a9c3cbd23bdd9aa79c43ac6af813a41d Mon Sep 17 00:00:00 2001 From: Ian Paul Date: Tue, 29 Mar 2016 00:03:07 -0400 Subject: [PATCH 1/2] turning in ML --- learning_curve.py | 22 ++++++++++++---------- 1 file changed, 12 insertions(+), 10 deletions(-) diff --git a/learning_curve.py b/learning_curve.py index 2364f2c..9226bc5 100644 --- a/learning_curve.py +++ b/learning_curve.py @@ -1,26 +1,28 @@ """ Exploring learning curves for classification of handwritten digits """ import matplotlib.pyplot as plt -import numpy 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)) +train_percentages = map(lambda x: x/100.0, range(5,95,5)) -# 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 -# TODO: your code here +def train(percent, trials): + scores = [] + model = LogisticRegression(C=10**-10) + for i in range(trials): + X_train, X_test, y_train, y_test = train_test_split(data.data, data.target, train_size=(percent)) #Split the data into test and training + model.fit(X_train, y_train) #Train the model on the test set + scores.append(model.score(X_test,y_test)) #store the results + return sum(scores)/float(trials) #return the average result + +results = [train(percent, num_trials) for percent in train_percentages] #list comprehension to iterate through percentages fig = plt.figure() -plt.plot(train_percentages, test_accuracies) +plt.plot(train_percentages, results) plt.xlabel('Percentage of Data Used for Training') plt.ylabel('Accuracy on Test Set') plt.show() From 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