Pipeline

Concept and definition

Pipeline

What is Pipeline?

In the context of machine learning and artificial intelligence, a Pipeline is a sequence of steps that are executed in order to process and transform data before applying a machine learning model. Each step in the Pipeline is a data transformation that is applied to the input data and passes the transformed data to the next step in the pipeline.

Pipelining is a common technique in machine learning because it allows data scientists to automate the data preparation process, reduce the risk of errors and increase the reproducibility of results. For example, a Pipeline could include steps to pre-process data, such as normalisation or coding of categorical variables, followed by feature selection and hyperparameter optimisation before applying a machine learning model.

In addition to helping automate the data preparation process, the Pipeline can also help speed up the development of machine learning models by allowing data scientists to experiment with different data transformations and models without having to write repetitive code for each iteration. Popular machine learning libraries such as Scikit-learn in Python provide implementations of Pipeline that make it easy for data scientists and analysts to use.

« Back to glossary

Do you want to get in touch?

CDRs contain data that a telecommunications company collects about phone calls, such as time and length of call. This data can be used in analytical applications.
Fill the form
Share:
What is Data Mining?

Data Mining is a process of exploration and analysis of large amounts of data, with the objective of discovering patterns, relationships and trends that can be [...]

Read More »
Differences between a traditional CRM and an intelligent CRM

Today we are going to explain the differences between a traditional CRM (Customer Relationship Management) and an intelligent CRM by applying technology that [...]

Read More »
What is factoring and when to use it in your company?

When seeking financing for companies, one of the most widely used formulas today is factoring. This is a resource that is not always [....]

Read More »
Artificial Intelligence in the Fintech market

Before talking about artificial intelligence in the Fintech market, we would like to mention that the term Fintech is nowadays applied to the technologies that are [...]

Read More »
See more entries
© Gamco 2021, All Rights Reserved - Legal notice - Privacy - Cookies