14. Machine Learning Pipelines and Automation

Sections

Navigate through the learning materials and practice exercises.

1. 14

   Machine Learning Pipelines And Automation

   Learn Practice

   This section introduces the concept of machine learning (ML) pipelines,...

2. 14.1

   What Is A Machine Learning Pipeline?

   Learn Practice

   A Machine Learning pipeline is a structured sequence of steps that automate...

3. 14.2

   Why Use Ml Pipelines?

   Learn Practice

   ML pipelines streamline the machine learning workflow, promoting...

4. 14.3

   Building Blocks Of An Ml Pipeline

   Learn Practice

   This section details the essential components of an ML pipeline, including...

5. 14.3.1

   Data Pipeline

   Learn Practice

   The Data Pipeline is a crucial component of ML pipelines, responsible for...

6. 14.3.2

   Preprocessing Pipeline

   Learn Practice

   The preprocessing pipeline is a crucial step in machine learning that...

7. 14.3.3

   Model Training Pipeline

   Learn Practice

   The Model Training Pipeline integrates preprocessing and model training...

8. 14.4

   Automation In Ml Pipelines

   Learn Practice

   Automation in ML pipelines enhances efficiency by scheduling tasks,...

9. 14.5

   Model Monitoring And Continuous Learning

   Learn Practice

   This section addresses the importance of model monitoring and continuous...

10. 14.6

    Ci/cd For Machine Learning

    Learn Practice

    This section introduces CI/CD practices essential for the integration and...

11. 14.7

    Best Practices For Ml Pipelines

    Learn Practice

    This section discusses best practices for constructing and managing machine...