Tech Insights
LSTMs

LSTMs

Last updated , generated by Sumble
Explore more →

What is LSTMs?

Long Short-Term Memory networks (LSTMs) are a type of recurrent neural network (RNN) capable of learning long-term dependencies. Unlike standard feedforward neural networks, LSTMs have feedback connections, making them well-suited for processing sequences of data, such as time series, text, and audio. They are commonly used in tasks like machine translation, speech recognition, and time series prediction due to their ability to remember information over extended periods.

What other technologies are related to LSTMs?

LSTMs Competitor Technologies

GRUs (Gated Recurrent Units) are another type of recurrent neural network similar to LSTMs, often used for sequence modeling, and can be considered a direct competitor.
mentioned alongside LSTMs in 61% (70) of relevant job posts
Transformers are an alternative architecture for sequence modeling that have become very popular and often outperform LSTMs in many tasks. Therefore, it is considered a competitor.
mentioned alongside LSTMs in 2% (486) of relevant job posts
BERT is a transformer-based model that competes with LSTMs for sequence modeling tasks, particularly in NLP.
mentioned alongside LSTMs in 2% (211) of relevant job posts

LSTMs Complementary Technologies

TensorFlow is a deep learning framework that can be used to implement LSTMs. It is a tool that enables the use of LSTMs.
mentioned alongside LSTMs in 0% (703) of relevant job posts
PyTorch is a deep learning framework that can be used to implement LSTMs. It is a tool that enables the use of LSTMs.
mentioned alongside LSTMs in 0% (682) of relevant job posts
Keras is a high-level API for building neural networks that can be used to implement LSTMs. It is a tool that enables the use of LSTMs.
mentioned alongside LSTMs in 1% (321) of relevant job posts

Which organizations are mentioning LSTMs?

Organization
Industry
Matching Teams
Matching People
LSTMs
DeepMind
Scientific and Technical Services

This tech insight summary was produced by Sumble. We provide rich account intelligence data.

On our web app, we make a lot of our data available for browsing at no cost.

We have two paid products, Sumble Signals and Sumble Enrich, that integrate with your internal sales systems.