The Complete Pipeline
Put all the components together to complete the pipeline.
We'll cover the following
We now have the following components of our pipeline:
The pipeline core
Argument parsing
Artifacts and their versioning
Logging
The ML library
The dataset module
The model module
Report generation
We need two more pieces of code before we can run the complete pipeline. Both of these conform to the factory design pattern.
The factory design pattern
In software engineering, a design pattern is a particular way to solve a frequently encountered problem. This will become clear when we discuss the factory design pattern and how it applies to datasets and models in our pipeline.
We’ve seen the abstract base class Dataset
, from which we derived IrisDataset
. We can use this class directly in our code, as shown below.
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