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Recent questions in Feature Engineering
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Can you explain what dimensionality reduction is?
asked
Apr 4, 2023
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Feature Engineering
by
john ganales
dimensionality-reduction
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1
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What are some good rules of thumb for applying transformations to numeric data?
asked
Apr 4, 2023
in
Feature Engineering
by
john ganales
transformations
numeric-data
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What is the best way to select features in supervised learning problems?
asked
Apr 4, 2023
in
Feature Engineering
by
john ganales
supervised
learning
problems
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How do you handle mixed-type data types in Python?
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Apr 4, 2023
in
Feature Engineering
by
john ganales
mixed-type-data-types
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What does it mean to bin numerical data? When should we use this technique?
asked
Apr 4, 2023
in
Feature Engineering
by
john ganales
bin-numerical-data
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Can you give me an example of where feature scaling would be required?
asked
Apr 4, 2023
in
Feature Engineering
by
john ganales
feature-scaling
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What are some methods available for selecting features from a large dataset?
asked
Apr 4, 2023
in
Feature Engineering
by
john ganales
features
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Do all features need to be scaled when using machine learning algorithms?
asked
Apr 4, 2023
in
Feature Engineering
by
john ganales
machine
learning
algorithms
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1
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How can imbalanced datasets affect machine learning models?
asked
Apr 4, 2023
in
Feature Engineering
by
john ganales
machine-learning-models
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1
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What are some ways to deal with sparse data?
asked
Apr 4, 2023
in
Feature Engineering
by
john ganales
sparse-data
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1
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What are some different techniques for dealing with categorical variables?
asked
Apr 4, 2023
in
Feature Engineering
by
john ganales
techniques-features
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1
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If there are two correlated variables, which one should you keep?
asked
Apr 4, 2023
in
Feature Engineering
by
john ganales
correlated-variables
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1
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What’s the difference between feature extraction and feature selection? When should each one be used?
asked
Apr 4, 2023
in
Feature Engineering
by
john ganales
feature-selection
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1
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What can be done if you find that most of your features have no predictive power on your target variable?
asked
Apr 4, 2023
in
Feature Engineering
by
john ganales
predictive-power
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1
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Can you explain how overfitting happens during model training?
asked
Apr 4, 2023
in
Feature Engineering
by
john ganales
overfitting
model-training
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1
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How do you overcome challenges with missing data?
asked
Apr 4, 2023
in
Feature Engineering
by
john ganales
missing
-data
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1
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What are some common ways to gather domain knowledge?
asked
Apr 4, 2023
in
Feature Engineering
by
john ganales
domain
knowledge
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1
answer
Why is it important to understand your data before starting a project?
asked
Apr 4, 2023
in
Feature Engineering
by
john ganales
project-data
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1
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Can you explain what the term “feature” means in machine learning?
asked
Apr 4, 2023
in
Feature Engineering
by
john ganales
feature
machine
learning
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What is feature engineering?
asked
Apr 4, 2023
in
Feature Engineering
by
john ganales
feature
engineering
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