Wiki90

 Wiki90.com

Wiki90: 90s Style Encyclopedia on the Web

Dive into Wiki90, the online encyclopedia that captures the spirit of the '90s. With a design reminiscent of the early days of the Internet and a rich repository of knowledge, Wiki90 is your portal to nostalgia and learning. Discover and relive iconic moments from an unforgettable era online!

Neural Turing machine

In this article we are going to explore in depth the topic of Neural Turing machine, a topic that has been the subject of countless research and debates over the years. Neural Turing machine is a topic that has captured the attention of people of all ages and backgrounds, and its importance extends to a variety of fields, from science and technology to politics and culture. Through this article, we will seek to shed light on the different aspects of Neural Turing machine, analyzing its origins, its impact on society and its possible implications for the future. We hope this article serves as an informative and stimulating source for anyone interested in learning more about this fascinating topic.

Turing machines
Machine
Variants
Science

A neural Turing machine (NTM) is a recurrent neural network model of a Turing machine. The approach was published by Alex Graves et al. in 2014. NTMs combine the fuzzy pattern matching capabilities of neural networks with the algorithmic power of programmable computers.

An NTM has a neural network controller coupled to external memory resources, which it interacts with through attentional mechanisms. The memory interactions are differentiable end-to-end, making it possible to optimize them using gradient descent. An NTM with a long short-term memory (LSTM) network controller can infer simple algorithms such as copying, sorting, and associative recall from examples alone.

The authors of the original NTM paper did not publish their source code. The first stable open-source implementation was published in 2018 at the 27th International Conference on Artificial Neural Networks, receiving a best-paper award. Other open source implementations of NTMs exist but as of 2018 they are not sufficiently stable for production use. The developers either report that the gradients of their implementation sometimes become NaN during training for unknown reasons and cause training to fail; report slow convergence; or do not report the speed of learning of their implementation.

Differentiable neural computers are an outgrowth of Neural Turing machines, with attention mechanisms that control where the memory is active, and improve performance.

References

  1. ^ a b c Graves, Alex; Wayne, Greg; Danihelka, Ivo (2014). "Neural Turing Machines". arXiv:1410.5401 .
  2. ^ "Deep Minds: An Interview with Google's Alex Graves & Koray Kavukcuoglu". Retrieved May 17, 2016.
  3. ^ Collier, Mark; Beel, Joeran (2018), "Implementing Neural Turing Machines", Artificial Neural Networks and Machine Learning – ICANN 2018, Springer International Publishing, pp. 94–104, arXiv:1807.08518, Bibcode:2018arXiv180708518C, doi:10.1007/978-3-030-01424-7_10, ISBN 9783030014230, S2CID 49908746
  4. ^ "MarkPKCollier/NeuralTuringMachine". GitHub. Retrieved 2018-10-20.
  5. ^ Beel, Joeran (2018-10-20). "Best-Paper Award for our Publication "Implementing Neural Turing Machines" at the 27th International Conference on Artificial Neural Networks | Prof. Joeran Beel (TCD Dublin)". Trinity College Dublin, School of Computer Science and Statistics Blog. Retrieved 2018-10-20.
  6. ^ a b "snowkylin/ntm". GitHub. Retrieved 2018-10-20.
  7. ^ a b "chiggum/Neural-Turing-Machines". GitHub. Retrieved 2018-10-20.
  8. ^ a b "yeoedward/Neural-Turing-Machine". GitHub. 2017-09-13. Retrieved 2018-10-20.
  9. ^ a b "camigord/Neural-Turing-Machine". GitHub. Retrieved 2018-10-20.
  10. ^ a b "carpedm20/NTM-tensorflow". GitHub. Retrieved 2018-10-20.
  11. ^ a b "snipsco/ntm-lasagne". GitHub. Retrieved 2018-10-20.
  12. ^ a b "loudinthecloud/pytorch-ntm". GitHub. Retrieved 2018-10-20.
  13. ^ Administrator. "DeepMind's Differentiable Neural Network Thinks Deeply". www.i-programmer.info. Retrieved 2016-10-20.
Wikious
Boobota
Sagapedia