Limited memory machines

Concept and definition

Limited memory machines

What is Limited memory machines?

Limited memory machines are machine learning models that use an external memory to store relevant information during the learning process. These models are used to solve sequence learning problems where it is required to maintain a long-term memory of previous inputs. The external memory in limited memory machines can be a vector, an array or a random access memory (RAM). The memory is read and written by selective attention, which allows the model to focus on relevant parts of the memory during prediction. Memory-constrained machines are used in natural language processing applications, such as machine translation and text generation, as well as in time series prediction tasks, such as stock market forecasting. A popular example of a limited memory machine is the transform neural network (Transformer), which has been successfully used in a wide variety of natural language processing applications.

« 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:
Artificial intelligence against delinquency and non-payments in companies

The current scenario we are experiencing in Spain with the COVID-19 health crisis has led to many companies having to carry out ER [...]

Read More »
What is machine learning

In recent years, all topics related to Artificial Intelligence (AI) have been arousing enormous interest. Perhaps it is because the heart of [...]

Read More »
AI, a new ally for telemarketing

The acquisition of new customers is one of the most important and difficult processes for a company. Traditionally, it has been necessary to resort to [...]

Read More »
Artificial Intelligence to sell more and better: customer development and loyalty.

Artificial intelligence (AI) can change the way sales channels and customers are managed for manufacturers and distributors of consumer products, and can [...]

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