A Neural Turing Machine
A neural network architecture that can learn to perform complex tasks by reading and writing to an external memory. The NTM is a generalization of the long short-term memory (LSTM) network, which is a type of recurrent neural network (RNN).
Areas of application
- Data Processing
- Machine Learning
- Artificial Intelligence
- Language Translation
- Autonomous Systems
- Pattern Recognition
- Robotics Programming
- Data Analytics
Example
An NTM was used to solve a problem in natural language processing by reading a database of text and using the information to generate new text. The NTM was able to learn to perform this task without being explicitly programmed to do so.