×Please wait...Were you unable to attend Transform 2022? Check out all of the summit sessions in our on-demand library now! .When will we have artificial general intelligence, the kind of AI that can mimic the human mind in all aspect? Experts are divided on the topic, and answers range anywhere between a few decades and never.But what everyone agrees on is that current AI systems are a far shot from human intelligence. Humans can explore the world, discover unsolved problems, and think about their solutions. Meanwhile, the AI toolbox continues to grow with algorithms that can perform...…×Please wait...Were you unable to attend Transform 2022? Check out all of the summit sessions in our on-demand library now! .When will we have artificial general intelligence, the kind of AI that can mimic the human mind in all aspect? Experts are divided on the topic, and answers range anywhere between a few decades and never.But what everyone agrees on is that current AI systems are a far shot from human intelligence. Humans can explore the world, discover unsolved problems, and think about their solutions. Meanwhile, the AI toolbox continues to grow with algorithms that can perform...WW…

×Please wait...Were you unable to attend Transform 2022? Check out all of the summit sessions in our on-demand library now! .Most companies are struggling to develop working artificial intelligence strategies, according to a new survey by cloud services provider Rackspace Technology. The survey, which includes 1,870 organizations in a variety of industries, including manufacturing, finance, retail, government, and healthcare, shows that only 20 percent of companies have mature AI/machine learning initiatives. The rest are still trying to figure out how to make it work.There’s no questioning...…×Please wait...Were you unable to attend Transform 2022? Check out all of the summit sessions in our on-demand library now! .Most companies are struggling to develop working artificial intelligence strategies, according to a new survey by cloud services provider Rackspace Technology. The survey, which includes 1,870 organizations in a variety of industries, including manufacturing, finance, retail, government, and healthcare, shows that only 20 percent of companies have mature AI/machine learning initiatives. The rest are still trying to figure out how to make it work.There’s no questioning...WW…

This article was published on January 23, 2021The failures of artificial intelligent systems have become a recurring theme in technology news. Credit scoring algorithms that discriminate against women. Computer vision systems that misclassify dark-skinned people. Recommendation systems that promote violent content. Trending algorithms that amplify fake news.Most complex software systems fail at some point and need to be updated regularly. We have procedures and tools that help us find and fix these errors. But current AI systems, mostly dominated by, are different from traditional software....…This article was published on January 23, 2021The failures of artificial intelligent systems have become a recurring theme in technology news. Credit scoring algorithms that discriminate against women. Computer vision systems that misclassify dark-skinned people. Recommendation systems that promote violent content. Trending algorithms that amplify fake news.Most complex software systems fail at some point and need to be updated regularly. We have procedures and tools that help us find and fix these errors. But current AI systems, mostly dominated by, are different from traditional software....WW…

×Please wait...Were you unable to attend Transform 2022? Check out all of the summit sessions in our on-demand library now! .Deep neural networks can perform wonderful feats, thanks to their extremely large and complicated web of parameters. But their complexity is also their curse: The inner workings of are often a mystery — even to their creators. This is a challenge that has been troubling the artificial intelligence community since  started to become popular in the early 2010s.In tandem with the expansion of deep learning in various domains and applications, there has been a...…×Please wait...Were you unable to attend Transform 2022? Check out all of the summit sessions in our on-demand library now! .Deep neural networks can perform wonderful feats, thanks to their extremely large and complicated web of parameters. But their complexity is also their curse: The inner workings of are often a mystery — even to their creators. This is a challenge that has been troubling the artificial intelligence community since  started to become popular in the early 2010s.In tandem with the expansion of deep learning in various domains and applications, there has been a...WW…

×Please wait...Were you unable to attend Transform 2022? Check out all of the summit sessions in our on-demand library now! .Deep learning has come a long way since the days when it could only recognize handwritten characters on checks and envelopes. Today, deep neural networks have become a key component of many , from photo and video editors to medical software and .Roughly fashioned after the structure of the brain, neural networks have come closer to seeing the world as humans do. But they still have a long way to go, and they make mistakes in situations where humans would never...…×Please wait...Were you unable to attend Transform 2022? Check out all of the summit sessions in our on-demand library now! .Deep learning has come a long way since the days when it could only recognize handwritten characters on checks and envelopes. Today, deep neural networks have become a key component of many , from photo and video editors to medical software and .Roughly fashioned after the structure of the brain, neural networks have come closer to seeing the world as humans do. But they still have a long way to go, and they make mistakes in situations where humans would never...WW…

×Please wait...Were you unable to attend Transform 2022? Check out all of the summit sessions in our on-demand library now! .The 2010s were huge for artificial intelligence, thanks to advances in deep learning, a branch of AI that has become feasible because of the growing capacity to collect, store, and process large amounts of data. Today, deep learning is not just a topic of scientific research but also a key component of many everyday applications.But a decade’s worth of research and application has made it clear that in its current state, deep learning is not the final solution to...…×Please wait...Were you unable to attend Transform 2022? Check out all of the summit sessions in our on-demand library now! .The 2010s were huge for artificial intelligence, thanks to advances in deep learning, a branch of AI that has become feasible because of the growing capacity to collect, store, and process large amounts of data. Today, deep learning is not just a topic of scientific research but also a key component of many everyday applications.But a decade’s worth of research and application has made it clear that in its current state, deep learning is not the final solution to...WW…

This article was published on November 27, 2020In recent years, the media have been paying increasing attention to, input data such as images and audio that have been modified to manipulate the behavior of. Stickers pasted on stop signs that cause computer vision systems to mistake them for speed limits; glasses that fool facial recognition systems, turtles that get classified as rifles — these are just some of the many adversarial examples that have made the headlines in the past few years.There’s increasing concern about the, especially as machine learning systems continue to become an...…This article was published on November 27, 2020In recent years, the media have been paying increasing attention to, input data such as images and audio that have been modified to manipulate the behavior of. Stickers pasted on stop signs that cause computer vision systems to mistake them for speed limits; glasses that fool facial recognition systems, turtles that get classified as rifles — these are just some of the many adversarial examples that have made the headlines in the past few years.There’s increasing concern about the, especially as machine learning systems continue to become an...WW…

This article is part of “,” a series of posts that explore the ethical, moral, and social implications of AI today and in the futureCan artificial intelligence learn the moral values of human societies? Can an AI system make decisions in situations where it must weigh and balance between damage and benefits to different people or groups of people? Can AI develop a sense of right and wrong? In short, will artificial intelligence have a conscience?This question might sound irrelevant when considering today’s AI systems, which are only capable of . But as science continues to break new...…This article is part of “,” a series of posts that explore the ethical, moral, and social implications of AI today and in the futureCan artificial intelligence learn the moral values of human societies? Can an AI system make decisions in situations where it must weigh and balance between damage and benefits to different people or groups of people? Can AI develop a sense of right and wrong? In short, will artificial intelligence have a conscience?This question might sound irrelevant when considering today’s AI systems, which are only capable of . But as science continues to break new...WW…

Welcome to , a series of posts that explore the latest literature on artificial intelligence.If artificial intelligence will destroy humanity, it probably won’t be through killer robots and the incarnation—it will be through a thousand paper cuts. In the shadow of the immense benefits of advances in technology, the dark effects of AI algorithms are slowly creeping into different aspects of our lives, causing divide, unintentionally marginalizing groups of people, stealing our attention, and widening the gap between the wealthy and the poor.While we’re already seeing and discussing many...…Welcome to , a series of posts that explore the latest literature on artificial intelligence.If artificial intelligence will destroy humanity, it probably won’t be through killer robots and the incarnation—it will be through a thousand paper cuts. In the shadow of the immense benefits of advances in technology, the dark effects of AI algorithms are slowly creeping into different aspects of our lives, causing divide, unintentionally marginalizing groups of people, stealing our attention, and widening the gap between the wealthy and the poor.While we’re already seeing and discussing many...WW…

This article was published on July 24, 2020To human observers, the following two images are identical. But researchers at Google showed in 2015 that a popular object detection algorithm classified the left image as “panda” and the right one as “gibbon.” And oddly enough, it had more confidence in the gibbon image.The algorithm in question was GoogLeNet, aarchitecture that won the 2014 ImageNet Large Scale Visual Recognition Challenge (ILSVRC 2014).The right image is an “adversarial example.” It has undergone subtle manipulations that go unnoticed to the human eye while making it a totally...…This article was published on July 24, 2020To human observers, the following two images are identical. But researchers at Google showed in 2015 that a popular object detection algorithm classified the left image as “panda” and the right one as “gibbon.” And oddly enough, it had more confidence in the gibbon image.The algorithm in question was GoogLeNet, aarchitecture that won the 2014 ImageNet Large Scale Visual Recognition Challenge (ILSVRC 2014).The right image is an “adversarial example.” It has undergone subtle manipulations that go unnoticed to the human eye while making it a totally...WW…