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37 results tagged AI  ✕
Why general artificial intelligence will not be realized | Humanities and Social Sciences Communications https://www.nature.com/articles/s41599-020-0494-4
Fri 10 Jul 2020 08:57:19 PM CEST
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The modern project of creating human-like artificial intelligence (AI) started after World War II, when it was discovered that electronic computers are not just number-crunching machines, but can also manipulate symbols. It is possible to pursue this goal without assuming that machine intelligence is identical to human intelligence. This is known as weak AI. However, many AI researcher have pursued the aim of developing artificial intelligence that is in principle identical to human intelligence, called strong AI. Weak AI is less ambitious than strong AI, and therefore less controversial. However, there are important controversies related to weak AI as well. This paper focuses on the distinction between artificial general intelligence (AGI) and artificial narrow intelligence (ANI). Although AGI may be classified as weak AI, it is close to strong AI because one chief characteristics of human intelligence is its generality. Although AGI is less ambitious than strong AI, there were critics almost from the very beginning. One of the leading critics was the philosopher Hubert Dreyfus, who argued that computers, who have no body, no childhood and no cultural practice, could not acquire intelligence at all. One of Dreyfus’ main arguments was that human knowledge is partly tacit, and therefore cannot be articulated and incorporated in a computer program. However, today one might argue that new approaches to artificial intelligence research have made his arguments obsolete. Deep learning and Big Data are among the latest approaches, and advocates argue that they will be able to realize AGI. A closer look reveals that although development of artificial intelligence for specific purposes (ANI) has been impressive, we have not come much closer to developing artificial general intelligence (AGI). The article further argues that this is in principle impossible, and it revives Hubert Dreyfus’ argument that computers are not in the world.

AI paper research
AlphaZero's Attacking Chess https://youtu.be/nPexHaFL1uo
Sun 12 Apr 2020 12:23:33 PM CEST
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Google's DeepMind has just released a new academic paper on AlphaZero -- the general purpose artificial intelligence system that mastered chess through self-play and went on to defeat the world champion of chess engines, Stockfish. In this video chess International Master Anna Rudolf takes a look at a never-before-seen game from a match played in January 2018, and discusses how the playing style and attacking chess of AlphaZero compare to computers and humans.

AI chess presentations tech video
Deep Learning Algorithms - The Complete Guide | AI Summer https://theaisummer.com/Deep-Learning-Algorithms/
Sun 08 Mar 2020 09:19:55 AM CET
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All the essential Deep Learning Algorithms you need to know including models used in Computer Vision and Natural Language Processing.

AI deep_learning docs machine_learning tutorial
HiPlot: High-dimensional interactive plots made easy https://ai.facebook.com/blog/hiplot-high-dimensional-interactive-plots-made-easy/
Sat 08 Feb 2020 02:11:14 PM CET
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We are releasing HiPlot, a lightweight interactive visualization tool to help AI researchers discover correlations and patterns in high-dimensional data.

AI article graphics tools visualization
Notebook on conversational model https://colab.research.google.com/drive/1iHcQ8_K0cfRE3v8QX6FMKAzdSSGtf5IX
Tue 21 Jan 2020 09:45:29 PM CET
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In this task we will try our first approach at training a conversational model.

AI machine_learning NLP notebook text_generation
The Secretive Company That Might End Privacy as We Know It https://dnyuz.com/2020/01/18/the-secretive-company-that-might-end-privacy-as-we-know-it/
Sun 19 Jan 2020 01:45:04 PM CET
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Clearview AI devised a groundbreaking facial recognition app. You take a picture of a person, upload it and get to see public photos of that person, along with links to where those photos appeared. The system — whose backbone is a database of more than three billion images that Clearview claims to have scraped from Facebook, YouTube, Venmo and millions of other websites — goes far beyond anything ever constructed by the United States government or Silicon Valley giants.

AI article issue machine_learning privacy
Using neural networks to solve advanced mathematics equations https://ai.facebook.com/blog/using-neural-networks-to-solve-advanced-mathematics-equations/
Wed 15 Jan 2020 05:01:31 PM CET
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Facebook AI has developed the first neural network that uses symbolic reasoning to solve advanced mathematics problems.

AI article math neural_networks post research science
Deepfake Bot Submissions to Federal Public Comment Websites Cannot Be Distinguished from Human Submissions | Technology Science https://techscience.org/a/2019121801/
Fri 20 Dec 2019 05:37:18 PM CET
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Federal public comment websites currently are unable to detect Deepfake Text once submitted. I created a computer program (a bot) that generated and submitted 1,001 deepfake comments regarding a Medicaid reform waiver to a federal public comment website, stopping submission when these comments comprised more than half of all submitted comments. I then formally withdrew the bot comments.

AI article machine_learning science society tech text_generation
Building AI that can master complex cooperative games with hidden information https://ai.facebook.com/blog/building-ai-that-can-master-complex-cooperative-games-with-hidden-information/
Fri 06 Dec 2019 08:16:20 PM CET
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Artificial intelligence bots have achieved superhuman results in zero-sum games such as chess, Go, and poker, in which each player tries to defeat the others. However, just like humans, real-world AI systems must learn to coordinate in cooperative environments as well.

To advance research on AI that can understand other points of view and collaborate effectively, Facebook AI has developed a bot that sets a new state of the art in Hanabi, a card game in which all players work together. Our bot not only improves upon previous AI systems but also exceeds the performance of elite human players, as judged by experienced players who have evaluated it.

AI article bot games machine_learning
Distilling knowledge from Neural Networks to build smaller and faster models https://blog.floydhub.com/knowledge-distillation/
Fri 15 Nov 2019 08:20:21 PM CET
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This article discusses GPT-2 and BERT models, as well using knowledge distillation to create highly accurate models with fewer parameters than their teachers

AI article machine_learning neural_networks
Artificial Intelligence: What’s to Fear? https://www.the-american-interest.com/2019/10/08/artificial-intelligence-whats-to-fear/
Sat 12 Oct 2019 09:13:36 AM CEST
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What should worry us most about artificial intelligence: losing our jobs to cheaper labor or losing our lives to killer robots? The real threat may lie in yet another danger: losing our minds.

AI article phylosophy
Many Experts Say We Shouldn’t Worry About Superintelligent AI. They’re Wrong https://spectrum.ieee.org/computing/software/many-experts-say-we-shouldnt-worry-about-superintelligent-ai-theyre-wrong
Wed 09 Oct 2019 07:21:12 PM CEST
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AI research is making great strides toward its long-term goal of human-level or superhuman intelligent machines. If it succeeds in its current form, however, that could well be catastrophic for the human race. The reason is that the “standard model” of AI requires machines to pursue a fixed objective specified by humans.

We are unable to specify the objective completely and correctly, nor can we anticipate or prevent the harms that machines pursuing an incorrect objective will create when operating on a global scale with superhuman capabilities. Already, we see examples such as social-media algorithms that learn to optimize click-through by manipulating human preferences, with disastrous consequences for democratic systems.

AI article
An AI learned to play hide-and-seek https://www.vox.com/future-perfect/2019/9/20/20872672/ai-learn-play-hide-and-seek
Sun 22 Sep 2019 04:45:44 PM CEST
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A new release from OpenAI shows how complex behavior emerges.

This week, leading AI lab OpenAI released their latest project: an AI that can play hide-and-seek. It’s the latest example of how, with current machine learning techniques, a very simple setup can produce shockingly sophisticated results.

AI article
This New ‘Fake Text’ AI Is Even More Terrifying Than Deepfakes https://www.ccn.com/op-ed/fake-text-ai-worse-deepfakes/2019/07/07/
Sun 07 Jul 2019 10:11:58 PM CEST
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Fake Text uses AI to analyze text and then generate incredibly detailed and realistic written responses to it, giving the impression that an exchange between humans is taking place. The AI analyses text patterns to put together disturbingly lucid text, typified by this Reddit thread.

Launched by leading global AI research lab OpenAI, Fake Text is already recognized as so potentially dangerous that even its inventors have publicly warned about it.

AI article fake_news social tech
python_autocomplete: A simple neural network for python autocompletion https://github.com/vpj/python_autocomplete
Sun 07 Jul 2019 06:27:05 PM CEST
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A toy project started to see how well a simple LSTM model can autocomplete python code.

It gives quite decent results by saving above 30% key strokes in most files, and close to 50% in some. We calculated key strokes saved by making a single (best) prediction and selecting it with a single key.

We do a beam search to find predictions, upto ~10 characters ahead. So far it's too inefficient, if you are wondering about editor integration.

AI coding_lang:python opensource programming python software source_code tensorflow
olivia | Your new best friend built with an artificial neural network https://github.com/olivia-ai/olivia
Sun 23 Jun 2019 02:22:27 PM CEST
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Your new best friend built with an artificial neural network - olivia-ai/olivia

AI coding_lang:python machine_learning neural_networks opensource source_code
Predicting Stack Overflow Tags with Google's Cloud AI - Stack Overflow Blog https://stackoverflow.blog/2019/05/06/predicting-stack-overflow-tags-with-googles-cloud-ai/
Sun 12 May 2019 09:50:05 PM CEST
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Check out a cool project that leverages Stack Overflow Data and Google's Cloud AI to predict what tags would work best on Stack Overflow questions.

ai article blog cloud
Time Series Prediction Using LSTM Deep Neural Networks https://www.altumintelligence.com/articles/a/Time-Series-Prediction-Using-LSTM-Deep-Neural-Networks
Sat 13 Oct 2018 08:47:07 PM CEST
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This article focuses on using a Deep LSTM Neural Network architecture to provide multidimensional time series forecasting using Keras and Tensorflow - specifically on stock market datasets to provide momentum indicators of stock price.

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The following article sections will briefly touch on LSTM neuron cells, give a toy example of predicting a sine wave then walk through the application to a stochastic time series. The article assumes a basic working knowledge of simple deep neural networks.

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ai article forecasting LSTM machine_learning neural_networks time_series
randtxt: Random text generator https://github.com/pboyd/randtxt
Sat 13 Oct 2018 08:44:04 PM CEST
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Generates random text from Markov chains of tagged source text.

An example text is included which was derived from Plato's Ion:

Have you already forgotten what you were saying?
A rhapsode ought to interpret the mind of the poet.
For the rhapsode ought to interpret the mind of the poet.
For the poet is a light and winged and holy thing,
and there is Phanosthenes of Andros,
and Heraclides of Clazomenae,
whom they have also appointed
to the command of their armies and to other offices,
although aliens, after they had shown their merit.
And will they not choose Ion the Ephesian to be their general,
and honour him, if he prove himself worthy?
ai coding_lang:go machine_learning markov_chain software source_code text_generation
Kinda okay generated text https://pboyd.io/posts/random-text/
Sat 13 Oct 2018 08:42:22 PM CEST
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I recently wrote a Markov chain package which included a random text generator. The generated text is not very good.

The rest of this post covers the evolution of the main algorithm.

ai article machine_learning markov_chain text_generation
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