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:
How artificial intelligence impacts software as a service (SaaS) companies

Software as a Service (SaaS) companies have gained enormous prominence in the last few years, mainly due to the novelty of the products [...]

Read More »
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 »
The best fraud detection software

Fraud detection software is an important tool for protecting companies and individuals from fraudulent activity and minimizing the risk of fraud.

Read More »
How to increase a company's sales

All businesses usually plan for annual growth, although not all of them achieve it. Increasing the sales of a company in 2022 is [...]

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