Explainability

Concept and definition

Explainability

What is Explainability?

Explainability refers to the ability of a machine learning model to be understood and explained in a clear and understandable way by humans. Explainability is important because many machine learning models are very complex and difficult to interpret, which can make it difficult to understand how decisions or predictions are arrived at.

Explainability is particularly important in critical applications where it is necessary to understand how decisions are made, such as fraud detection or medical decision-making. Machine learning models that are highly explainable allow subject matter experts to understand how decisions are made and explain them to others in an understandable way.

Several techniques exist to increase the explainability of machine learning models, such as data visualisation, model simplification, identification of important features, and interpretation of the decisions made by the model. In addition, explainability can also be improved by using machine learning models that are inherently more explainable, such as rule-based models and linear models.

« 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:
Sales KPIs. What they are and which are the best

Achieving business goals and tracking success is an important aspect of improving any business. In sales, measuring the progress of [...]

Read More »
Automation and rapid deployments via SaaS

One of the decisions faced by a company that needs an IT infrastructure is the choice of where to locate this infrastructure and where to install it.

Read More »
What is Surety Insurance?

You are probably wondering, what is surety insurance and how does it help your company? In today's economic environment, [...]

Read More »
What is Intelligent Process Automation in companies?

Intelligent Process Automation in companies has changed in the world very rapidly in recent years. The COVID-19, the interr [...]

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