April 2018
Beginner to intermediate
500 pages
11h 26m
English
book
Hands-On Machine Learning on Google Cloud Platform
by Giuseppe Ciaburro, V Kishore Ayyadevara, Alexis Perrier, Bryan Fry, Antonio Gulli
Content preview from Hands-On Machine Learning on Google Cloud Platform
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Decision tree
Decision tree is a technique that helps us in deriving rules from data. A rule-based technique is very helpful in explaining how the model is supposed to work in estimating a dependent variable value.
A typical decision tree looks like this:
The preceding diagram is explained as follows:
- ROOT Node: This represents the entire population or a sample, and it is further divided into two or more further nodes.
- Splitting: A process of dividing a node into two or more subnodes based on a certain rule.
- Decision Node: When a subnode splits into further subnodes, it is called decision node.
- Leaf/Terminal Node: The final node in a decision ...
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