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Artificial Intelligence


Analysis and insight on the ever-evolving advancements in artificial intelligence. Stay updated as Singularity Hub discusses the most important AI research.

Big Brother Nation: The Case for Ubiquitous, Open-Sourced Surveillance in Smart Cities

Powerful surveillance cameras have crept into public spaces. We are filmed and photographed hundreds of times a day. To further raise the stakes, the resulting video footage is fed to new forms of artificial...

Understanding the Hidden Bias in Emotion-Reading AIs

Facial recognition technology has progressed to point where it now interprets emotions in facial expressions. This type of analysis is increasingly used in daily life. For example, companies can use facial recognition software to...

How Can Leaders Ensure Humanity in a World of Thinking Machines?

It’s hard to avoid the prominence of AI in our lives, and there is a plethora of predictions about how it will influence our future. In their new book Solomon’s Code: Humanity in a...

AI Will Create Millions More Jobs Than It Will Destroy. Here’s How

In the past few years, artificial intelligence has advanced so quickly that it now seems hardly a month goes by without a newsworthy AI breakthrough. In areas as wide-ranging as speech translation, medical diagnosis,...

Nvidia’s Fake Faces Are a Masterpiece—But Have Deeper Implications

‘Don’t believe everything you see on the internet’ is pretty standard advice, but it’s getting harder than ever to distinguish the real from the fake. A new algorithm from Nvidia could muddy the waters...

Life-or-Death Algorithms: Avoiding the Black Box of AI in Medicine

When it comes to applications for machine learning, few can be more widely hyped than medicine. This is hardly surprising: it’s a huge industry that generates a phenomenal amount of data and revenue, where...

How DeepMind’s AlphaZero Mastered Complex Games With No Human Input

It’s the end of an era in AI research. For decades complex board games like Go, chess, and shogi have been seen as the leading yardstick for machine intelligence. DeepMind’s latest program can master...

Britain Is Developing an AI-Powered Predictive Policing System

The tantalizing prospect of predicting crime before it happens has got law enforcement agencies excited about AI. Most efforts so far have focused on forecasting where and when crime will happen, but now British...

How the Spatial Web Will Fix What’s Broken About the Internet

Converging exponential technologies will transform media, advertising and the retail world. The world we see, through our digitally-enhanced eyes, will multiply and explode with intelligence, personalization, and brilliance. This is the age of Web 3.0. Last...

The SpiNNaker Supercomputer, Modeled After the Human Brain, Is Up and Running

We've long used the brain as inspiration for computers, but the SpiNNaker supercomputer, switched on this month, is probably the closest we’ve come to recreating it in silicon. Now scientists hope to use the...

The Spatial Web Will Map Our 3D World—And Change Everything In the Process

The boundaries between digital and physical space are disappearing at a breakneck pace. What was once static and boring is becoming dynamic and magical. For all of human history, looking at the world through our...

Designer Babies, and Their Babies: How AI and Genomics Will Impact Reproduction

As if stand-alone technologies weren’t advancing fast enough, we’re in age where we must study the intersection points of these technologies. How is what’s happening in robotics influenced by what’s happening in 3D printing?...

Using Big Data to Give Patients Control of Their Own Health

Big data, personalized medicine, artificial intelligence. String these three buzzphrases together, and what do you have? A system that may revolutionize the future of healthcare, by bringing sophisticated health data directly to patients for them...

AI Won’t Replace Doctors, It Will Augment Them

The future of medicine is a physician-patient-AI golden triangle, one in which machines augment clinical care and diagnostics—one with the patient at its heart. That is the takeaway message of DeepMind researcher Dr. Alan Karthikesalingam,...

Building a Moral Machine: Who Decides the Ethics of Self-Driving Cars?

You’re driving along the highway when, suddenly, a person darts out across the busy road. There’s speeding traffic all around you, and you have a split second to make the decision: do you swerve...

The Massive Project That’s Building a ‘Google Earth for Human Health’

In the medical study Hall of Fame, the Framingham Heart Study takes the throne. An ongoing project that’s spanned three generations and almost 70 years, the Heart study was an early attempt to track factors...

The How, Why, and Whether of Custom Digital Avatars That Live on After We Die

A digital afterlife may soon be within reach, but it might not be for your benefit. The reams of data we're creating could soon make it possible to create digital avatars that live on after...

The First Novel Written by AI Is Here—and It’s as Weird as You’d Expect It to Be

Last year, a novelist went on a road trip across the USA. The trip was an attempt to emulate Jack Kerouac—to go out on the road and find something essential to write about in the...

DeepMind’s Eerie Reimagination of the Animal Kingdom

If a recent project using Google’s DeepMind were a recipe, you would take a pair of AI systems, images of animals, and a whole lot of computing power. Mix it all together, and you’d...

Why We Should Stop Conflating Human and Machine Intelligence

It's common to hear phrases like 'machine learning' and 'artificial intelligence' and believe that somehow, someone has managed to replicate a human mind inside a computer. This, of course, is untrue—but part of the...

DeepMind’s New Research Plan to Make Sure AI Is Safe

Making sure artificial intelligence does what we want and behaves in predictable ways will be crucial as the technology becomes increasingly ubiquitous. It's an area frequently neglected in the race to develop products, but...

This Robotic Warehouse Fills Orders in Five Minutes, and Fits in City Centers

Shopping is becoming less and less of a consumer experience—or, for many, less of a chore—as the list of things that can be bought online and delivered to our homes grows to include, well,...

AI Is Kicking Space Exploration Into Hyperdrive—Here’s How

Artificial intelligence in space exploration is gathering momentum. Over the coming years, new missions look likely to be turbo-charged by AI as we voyage to comets, moons, and planets and explore the possibilities of...

3 Big Ways Tech Is Disrupting Global Finance

Disruptive business models are often powered by alternative financing. In Part 1 of this series, I discussed how mobile is redefining money and banking and shared some of the dramatic transformations in the global remittance infrastructure. In...

DeepMind’s New Research on Linking Memories, and How It Applies to AI

There’s a cognitive quirk humans have that seems deceptively elementary. For example: every morning, you see a man in his 30s walking a boisterous collie. Then one day, a white-haired lady with striking resemblance...

Instilling the Best of Human Values in AI

Now that the era of artificial intelligence is unquestionably upon us, it behooves us to think and work harder to ensure that the AIs we create embody positive human values. Science fiction is full of...

Thinking Like a Human: What It Means to Give AI a Theory of Mind

Last month, a team of self-taught AI gamers lost spectacularly against human professionals in a highly-anticipated galactic melee. Taking place as part of the International Dota 2 Championships in Vancouver, Canada, the game showed...

This AI Predicts Obesity Prevalence—All the Way from Space

A research team at the University of Washington has trained an artificial intelligence system to spot obesity—all the way from space. The system used a convolutional neural network (CNN) to analyze 150,000 satellite images...

What We Have to Gain From Making Machines More Human

The borders between the real world and the digital world keep crumbling, and the latter’s importance in both our personal and professional lives keeps growing. Some describe the melding of virtual and real worlds...

The 4 Waves of AI: Who Will Own the Future of Technology?

Recently, I picked up Kai-Fu Lee’s newest book, AI Superpowers. Kai-Fu Lee is one of the most plugged-in AI investors on the planet, managing over $2 billion between six funds and over 300 portfolio companies in...

The New AI Tech Turning Heads in Video Manipulation

A new technique using artificial intelligence to manipulate video content gives new meaning to the expression “talking head.” An international team of researchers showcased the latest advancement in synthesizing facial expressions—including mouth, eyes, eyebrows, and...

China Is Quickly Becoming an AI Superpower

Last year, China’s government put out its plan to lead the world in AI by 2030. As Eric Schmidt has explained, “It’s pretty simple. By 2020, they will have caught up. By 2025, they will...

The Future of Cars Is Electric, Autonomous, and Shared—Here’s How We’ll Get There

This week, Lyft announced they’d hit the milestone of their 5,000th self-driving commercial ride. The company has a fleet of autonomous cars in Las Vegas that mostly shuttle riders between different hotels on the...

China Is Building a Fleet of Autonomous AI-Powered Submarines. Here Are the Details

A fleet of autonomous, AI-powered submarines is headed into hotly-contested Asian waterways. The vehicles will belong to the Chinese armed forces, and their mission capabilities are likely to raise concerned eyebrows in surrounding countries. According...

AI Can Help Create a Better World—If We Build it Right

Society is rife with fears about the future of AI. For some, like Richard Branson and Ray Dalio, it’s AI’s exacerbation of the wealth gap and the looming social crisis it could bring about....

Could Machine Learning Mean the End of Understanding in Science?

Much to the chagrin of summer party planners, weather is a notoriously chaotic system. Small changes in precipitation, temperature, humidity, wind speed or direction, etc. can balloon into an entirely new set of conditions...

From Here to Human-Level Artificial General Intelligence in Four (Not All That) Simple Steps

In the 15 years since I first introduced the term "artificial general intelligence" (AGI), the AI field has advanced tremendously. We now have self-driving cars, automated face recognition and image captioning, machine translation and...

Is the Rise of AI on Wall Street for Better or Worse?

May 6, 2010, is a date that should live in infamy. On that day, the US stock market suffered a trillion-dollar collapse. Do you remember it? In just 15 minutes from 2:45 pm, the Dow...

Why Most of Us Fail to Grasp Coming Exponential Gains in AI

By now, most of us are familiar with Moore’s Law, the famous maxim that the development of computing power follows an exponential curve, doubling in price-performance (that is, speed per unit cost) every 18...

Big Tech Should Take the Lead on Climate Change—Here’s Why

At Collision, which calls itself “North America’s fastest-growing tech conference,” former United Nations climate chief Christiana Figueres threw down a challenge to tech titans: move the world from incremental to exponential action on climate...

Bot vs. Bot: Will the Internet Soon Be a Place Without Humans?

The internet, as it stands, is a global system of interconnected computer networks that allows humans to interact with each other, do business, gain knowledge, and be entertained. Google allowed us to find everything...

How Do You Win An Argument? IBM’s New AI Has a Formula

Anyone who’s spent even a little time on the internet lately may feel like there’s a little too much “debate”—much of which descends into ad hominem insults. At the same time, there’s increasing concern around...

How Artificial Intelligence Could Help Us Live Longer

What if we could generate novel molecules to target any disease, overnight, ready for clinical trials? Imagine leveraging machine learning to accomplish with 50 people what the pharmaceutical industry can barely do with an army...

Why We Need to Fine-Tune Our Definition of Artificial Intelligence

Sophia's uncanny-valley face, made of Hanson Robotics’ patented Frubber, is rapidly becoming an iconic image in the field of artificial intelligence. She has been interviewed on shows like 60 Minutes, made a Saudi citizen,...

How DeepMind’s Latest AI Hints at Machines That Think More Like Us

I once asked a deep learning researcher what he’d like for Christmas. His answer? “More labeled datasets.” Nerd jokes aside, the lack of so-called “labeled” training data in deep learning is a real problem. Deep learning...

The Biggest New Laws to Regulate Tech Giants—and Why They Matter

The world’s first stop sign appeared in Michigan around 1915, decades after the first privately owned passenger car came into being. Ever since, laws and regulations have piled up concerning everything from insurance requirements...

How Will Artificial Intelligence Affect the Risk of Nuclear War?

As technology has progressed, humans have become ever more powerful. With this power comes great opportunity and great risk. Nowhere is this clearer than in the potential of artificial intelligence. But a new report...

Google’s Duplex Raises the Question: Should Robots Sound Robotic?

By now, you’ve probably seen Google’s new Duplex software, which promises to call people on your behalf to book appointments for haircuts and the like. As yet, it only exists in demo form, but...

This DeepMind AI Spontaneously Developed Digital Navigation ‘Neurons’ Like Ours

When Google DeepMind researchers trained a neural network to tackle a virtual maze, it spontaneously developed digital equivalents to the specialized neurons called grid cells that mammals use to navigate. Not only did the...

3 Major Shifts Are About to Transform Manufacturing as We Know It

We are on the verge of transforming one of society’s most fundamental building blocks: manufacturing. As new technologies enable manufacturers to customize everything, these same agents are quickly turning consumers into inventors. Following the agricultural revolution some 5,000 years ago,...

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