How to read the scikit-learn documentation

Step-by-Step Tutorial: How to Navigate the scikit-learn Documentation

1. Understanding the API Reference:

   • To access the API Reference, click on "API" from the top navigation bar.
   • The API Reference provides a high-level overview of all classes and functions in scikit-learn, organized by module.
   • It includes links to the relevant sections of the User Guide and descriptions of classes and functions.

2. Exploring Class Documentation:

   • If you want detailed information about a specific class like ColumnTransformer, click on it in the API Reference.
   • The class documentation page displays the class signature, parameters with default values, descriptions, and attributes.
   • It also includes links to related functions or classes, usage examples, and methods with descriptions and parameters.

3. Utilizing the User Guide:

   • Navigate to the User Guide to gain a deeper understanding of why and how to use a specific class or function effectively.
   • The User Guide provides explanations, advice, related functions, additional examples, and insights on proper usage.

4. Exploring Examples:

   • Visit the Examples section to see more complex usage examples of classes.
   • Examples demonstrate how to use classes in practical scenarios and offer options to run them online or download them.

5. Referencing the Glossary:

   • Access the Glossary to define important terms used in the scikit-learn documentation.
   • The Glossary helps in understanding technical terms and concepts used throughout the documentation.

6. Summarizing the Navigation Process:

   • Use the API Reference to quickly find classes or functions within a module.
   • Refer to Class Documentation for in-depth understanding of specific classes and their parameters.
   • Explore the User Guide for context, advice, and best practices on using classes or functions.
   • Visit Examples for more complex usage scenarios beyond basic documentation examples.
   • Use the Glossary to clarify any technical terms encountered in the documentation.

7. Applying the Knowledge:

   • Start by exploring the API Reference to get an overview of available classes and functions.
   • Dive into specific class documentation when you need detailed information on parameters and attributes.
   • Refer to the User Guide for context and advice on proper usage.
   • Check out Examples for more advanced usage scenarios.
   • Consult the Glossary for definitions of important terms.

By following these steps, you can efficiently navigate and utilize the scikit-learn documentation to enhance your understanding and proficiency with the library.