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. (Wikipedia).
Turing Machines and The Halting Problem (Part 2)
The Halting Problem has fascinated thousands of computer scientists from around the world. A major part of Computing Logic, the proof of the halting problem proves that computers can't do everything. Check out the video to learn more about why computers work the way they do! For Turing Ma
From playlist Math
Turing Machines Explained - Computerphile
Turing Machines are the basis of modern computing, but what actually is a Turing Machine? Assistant Professor Mark Jago explains. Turing & The Halting Problem: http://youtu.be/macM_MtS_w4 Busy Beavers: https://youtu.be/CE8UhcyJS0I Avatars & In-Flight VR: http://youtu.be/TLKqKlrQv4s The
From playlist Alan Turing and Enigma
Turing Machines & The Halting Problem (Part 1)
In the year 1900, David Hilbert gave a list of 23 mathematics problems for the mathematicians of the new generation. His tenth problem proved to be an enigma for many years until Alan Turing solved it while simultaneously creating the modern computer. Watch the video to see how Alan Turi
From playlist Math
Lecture 12A : The Boltzmann Machine learning algorithm
Neural Networks for Machine Learning by Geoffrey Hinton [Coursera 2013] Lecture 12A : The Boltzmann Machine learning algorithm
From playlist Neural Networks for Machine Learning by Professor Geoffrey Hinton [Complete]
What does it mean to be Turing Complete? Is HTML & CSS Turing Complete? #shorts #compsci #programming #math
From playlist CS101
The Turing Test - Computerphile
What was The Imitation Game? It inspired the name for the recent Alan Turing's movie but just what was it? Professor Brailsford explains how Turing may have been having a joke on us. Turing Machines Explained: http://youtu.be/dNRDvLACg5Q How intelligent is AI?: http://youtu.be/hcoa7OMAmR
From playlist Alan Turing and Enigma
Quantum Computers, Explained With Quantum Physics
Quantum computers aren’t the next generation of supercomputers—they’re something else entirely. Before we can even begin to talk about their potential applications, we need to understand the fundamental physics that drives the theory of quantum computing. (Featuring Scott Aaronson, John Pr
From playlist Explainers
The Rise of Artificial Intelligence | Wondrium Perspectives
For almost a century, we’ve been intrigued and sometimes terrified by the big questions of artificial intelligence. Will computers ever become truly intelligent? Will the time come when machines can operate without human intervention? What would happen if a machine developed a conscience?
From playlist Wondrium Perspectives
Google Duplex A.I. - How Does it Work?
Subscribe here: https://goo.gl/9FS8uF In this video we take a look at Google's Duplex Assistant extension and how it works. Check out the previous episode: https://www.youtube.com/watch?v=dMF2i3A9Lzw Become a Patron!: https://www.patreon.com/ColdFusion_TV CF Bitcoin address: 13SjyCXPB9o3iN
From playlist All My Videos
Recurrent Neural Networks and Models of Computation - Edward Grefenstette, DeepMind
This talk presents an analysis of various recurrent neural network architectures in terms of traditional models of computation. It makes the case for simpler recurrent architectures being closer to finite state automata, and argues that memory-enhanced architectures support better algorith
From playlist Logic and learning workshop
DeepMind x UCL | Deep Learning Lectures | 8/12 | Attention and Memory in Deep Learning
Attention and memory have emerged as two vital new components of deep learning over the last few years. This lecture by DeepMind Research Scientist Alex Graves covers a broad range of contemporary attention mechanisms, including the implicit attention present in any deep network, as well a
From playlist Learning resources
AI History | Stanford CS221: AI (Autumn 2021)
For more information about Stanford's Artificial Intelligence professional and graduate programs visit: https://stanford.io/ai Associate Professor Percy Liang Associate Professor of Computer Science and Statistics (courtesy) https://profiles.stanford.edu/percy-liang Assistant Professor
From playlist Stanford CS221: Artificial Intelligence: Principles and Techniques | Autumn 2021
The Machine that Changed the World Episode 4 "Thinking Machine" (computer, Turing Test, Educational)
Computer History Documentary: "The Machine that Changed the World" : Episode 4: “The Thinking Machine.” This Episode includes Machine Learning; Artificial Intelligence; the “Turing Test;” Robotics; Neural Networks; Self-Driving Vehicles; and more. - - Many have seen this, but many have not
From playlist Computer History: The Machine that Changed the World
History of Science and Technology Q&A for Kids and Others (Jan. 14, 2021)
Stephen Wolfram hosts a live and unscripted Ask Me Anything about the history of science and technology for all ages. Originally livestreamed at: https://twitch.tv/stephen_wolfram Outline of Q&A: 0:00 Stream starting 2:33 Stephen begins the Q&A 3:33 Begin discussing the history of LISP 8
From playlist Stephen Wolfram Ask Me Anything About Science & Technology
What is The Alan Turing Institute?
Take a look at what it means to be the national institute for data science and artificial intelligence (AI). From tackling cutting edge, real-world challenges to training the next generation of leaders in data science and AI. Find out more at turing.ac.uk About the Turing The Alan Turing
From playlist About the Turing
Wolfram Physics Project: Implications for Computer Science Technical Q&A
Stephen Wolfram & Jonathan Gorard & Max Piskunov continue answering questions about the new Wolfram Physics Project, this time specifically for highly technical Computer Science implications. Begins at 2:36 Originally livestreamed at: https://twitch.tv/stephen_wolfram Stay up-to-date on
From playlist Wolfram Physics Project Livestream Archive
Roger Melko Public Lecture: Artificial Intelligence and the Complexity Frontier
In his May 2 public lecture at Perimeter Institute, Roger Melko (Associate Faculty, Perimeter Institute and University of Waterloo) explored how computers have helped humanity solve increasingly complex puzzles, and ask which challenges, if any, only human intuition is equipped to tackle i
From playlist Public Lecture Series
This lecture gives an overview of neural networks, which play an important role in machine learning today. Book website: http://databookuw.com/ Steve Brunton's website: eigensteve.com
From playlist Intro to Data Science
When Is Artificial Intelligence No Longer Artificial?
Share on Facebook: http://on.fb.me/1BjUH3I Spike Jonze's upcoming movie "Her" deals with a man (Joaquin Phoenix) who falls in love with his intelligent, self-aware computer operating system (Scarlett Johansson). But what is it that we find so fascinating about artificial intelligence? Cou
From playlist Fw:Thinking