What Does RNN Mean?
The Quick Answer
RNN means "Recurrent Neural Networks."More Observations...
Recurrent Neural Networks (RNNs) are a type of artificial intelligence (AI) that can remember previous information in a sequence. This makes them useful for tasks like speech recognition and language modeling.In Detail
RNNs are a class of artificial neural networks (ANN) designed for processing sequences of data. Unlike traditional "feedforward" networks, RNNs have connections looping back within the network, allowing information to persist. This architecture enables them to remember previous inputs in the sequence, making them suitable for tasks like speech recognition, language modeling, and time-series prediction. RNNs can be challenging to train, especially with long sequences, leading to problems like vanishing or exploding gradients. Variations like Long Short-Term Memory (LSTM) and Gated Recurrent Unit (GRU) networks have been developed to address these issues, making RNNs more effective and versatile.Learn More
Check out our comprehensive glossary of AI terms.Image for RNN
When I write RNN, I mean this:
"Recurrent Neural Networks"
Summary of Key Points
We have summarized the key points in the table below:RNN | |
---|---|
Definition: | Recurrent Neural Networks |
Type: | Abbreviation |
Guessability: | 5: Extremely difficult to guess |
Typical Users: | Specialists |
Example of RNN Used in a Text
RNN
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AGI (artificial general intelligence)
AI/MLAAS (artificial intelligence/machine learning as a service)
AUTOML (automated machine learning)
CNN (convolutional neural networks)
DL (deep learning)
DNN (deep neural network)
GAN (generative adversarial network)
IOT (internet of things)
ML (machine learning)
NARROW AI (limited systems designed to perform specific tasks)
NLP (natural language processing)
RL (reinforcement learning)
SUPERINTELLIGENT AI (AI systems that surpass human intelligence in practically every field)
WEAK AI (limited AI systems designed to perform specific tasks)
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