July 2017
Beginner to intermediate
486 pages
13h 49m
English
Content preview from Python Natural Language Processing
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Calculating error or loss
There are many ways to calculate the error for ML algorithms, but in this chapter we will be using one of the most popular techniques: sum of squared distance error. Now we are going straight into details.
What does this error function do for us? Recall our goal: we want to get the line of best fit for our dataset. Refer to Figure 9.19, which is the equation of line slope. Here, m is the slope of line, b is the y intercept, x and y are the data points--in our case, x is the numbers of hours the student studies and y is the test score. Refer to Figure 9.19:
Figure 9.19: Line slope equation (Image credit: https://www.tes.com/lessons/Xn3MVjd8CqjH-Q/y-mx-b) ...
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