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Wording as per Olivier's comments
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ArturoAmorQ committed Jul 4, 2024
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9 changes: 5 additions & 4 deletions python_scripts/01_tabular_data_exploration.py
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# We made important observations (which will be discussed later in more detail):
#
# * if your target variable is imbalanced (e.g., you have more samples from one
# target category than another), you may need special techniques for training
# and evaluating your machine learning model;
# * having redundant (or highly correlated) columns can be a problem for some
# machine learning algorithms;
# target category than another), you may need to be careful when interpreting
# the values of performance metrics;
# * columns can be redundant (or highly correlated), which is not necessarily a
# problem, but may require special treatment as we will cover in future
# notebooks;
# * decision trees create rules at constant values of the features, such as
# vertical and horizontal lines in a 2-dimensional feature space.

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