Week 7 Videos
Contents
Week 7 Videos¶
Using copy to avoid pandas warnings¶
Using the pandas DataFrame isin method to select just a subset of the rows, and later removing a pandas warning by using .copy().
KNeighborsClassifier¶
Applying the K-Nearest Neighbors classification algorithm using scikit-learn, and detecting the need for normalizing the data.
StandardScaler¶
How to normalize columns in a DataFrame so each column has mean 0 and standard deviation 1.
log_loss¶
How to compute the log_loss of the probability predictions from a classification algorithm.