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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.

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,...

This Startup Is Training AI to Gobble Up the News and Rewrite It Free of Bias

Bias in journalism is nothing new, but there are growing concerns technology is pushing us into echo chambers where we only hear one side of the story. Now a startup says it’s using AI...

Can We Make a Musical Turing Test?

As artificial intelligence advances, we’re encountering the same old questions. How much of what we consider to be fundamentally human can be reduced to an algorithm? Can we create something sufficiently advanced that people...

Dungeons and Dragons, Not Chess and Go: Why AI Needs Roleplay

Everyone had died—not that you’d know it, from how they were laughing about their poor choices and bad rolls of the dice. As a social anthropologist, I study how people understand artificial intelligence (AI)...

Just a Few of the Amazing Things AI Is Doing in Healthcare

In an interview at Singularity University’s Exponential Medicine in San Diego, Neil Jacobstein shared some groundbreaking developments in artificial intelligence for healthcare. Jacobstein is Singularity University’s faculty chair in AI and robotics, a distinguished visiting scholar at...

Everyone Is Talking About AI—But Do They Mean the Same Thing?

In 2017, artificial intelligence attracted $12 billion of VC investment. We are only beginning to discover the usefulness of AI applications. Amazon recently unveiled a brick-and-mortar grocery store that has successfully supplanted cashiers and...

Your Shopping Experience Is on the Verge of a Major Transformation. Here’s Why.

Exponential technologies (AI, VR, 3D printing, and networks) are radically reshaping traditional retail. E-commerce giants (Amazon, Walmart, Alibaba) are digitizing the retail industry, riding the exponential growth of computation. Many brick-and-mortar stores have already gone bankrupt,...

New Malicious AI Report Outlines Biggest Threats of the Next 5 Years

Everyone’s talking about deep fakes: audio-visual imitations of people, generated by increasingly powerful neural networks, that will soon be indistinguishable from the real thing. Politicians are regularly laid low by scandals that arise from...

Why Hasn’t AI Mastered Language Translation?

In the myth about the Tower of Babel, people conspired to build a city and tower that would reach heaven. Their creator observed, “And now nothing will be restrained from them, which they have...

In the Future, There Will Be No Limit to What AI Can Accomplish in Science

New planets found in distant corners of the galaxy. Climate models that may improve our understanding of sea level rise. The emergence of new antimalarial drugs. These scientific advances and discoveries have been in...

Putting AI in Your Pocket: MIT Chip Cuts Neural Network Power Consumption by 95%

Neural networks are powerful things, but they need a lot of juice. Engineers at MIT have now developed a new chip that cuts neural nets’ power consumption by up to 95 percent, potentially allowing...

The Democratization of AI Is Putting Powerful Tools in the Hands of Non-Experts

The shortage of qualified data scientists is often highlighted as one of the major handbrakes on the adoption of big data and AI. But a growing number of tools are putting these capabilities in...

Why Google DeepMind Is Putting AI on the Psychologist’s Couch

Artificial intelligence can now carry out many of the same cognitive tasks humans can, but we still don’t really understand how AIs think. Google DeepMind plans to train long-standing tests of human cognitive skills...

This Startup Is Dreaming of a Global Brain on Blockchain

Artificial intelligence is one of the most celebrated and hyped concepts today. From science fiction to the nightly news, AI has been making record headlines, whether it will become the most dangerous technology around...

The 10 Grand Challenges Facing Robotics in the Next Decade

Robotics research has been making great strides in recent years, but there are still many hurdles to the machines becoming a ubiquitous presence in our lives. The journal Science Robotics has now identified 10...

The Biggest Tech Takeaways From the 2018 World Economic Forum

The World Economic Forum’s annual meeting in Davos, Switzerland wrapped up last week. The WEF exists to improve the state of the world by fostering cooperation between governments, NGOs, and the private sector. In...

The Love Oracle: Can AI Help You Succeed at Dating?

Interacting with modern-day Alexa, Siri, and other chatterbots can be fun, but as personal assistants, these chatterbots can seem a little impersonal. What if, instead of asking them to turn the lights off, you...

Machines Teaching Each Other Could Be the Biggest Exponential Trend in AI

“The easier it is to communicate, the faster change happens.” – James Burke, Science Historian During an October 2015 press conference announcing the autopilot feature of the Tesla Model S, which allowed the car to...

How Fast Is AI Progressing? Stanford’s New Report Card for Artificial Intelligence

When? This is probably the question that futurists, AI experts, and even people with a keen interest in technology dread the most. It has proved famously difficult to predict when new developments in AI...

This Neural Network Built by Japanese Researchers Can ‘Read Minds’

It already seems a little like computers can read our minds; features like Google’s auto-complete, Facebook’s friend suggestions, and the targeted ads that appear while you’re browsing the web sometimes make you wonder, “How...

Why the World Is Still Getting Better—and That’s Likely to Continue

If you read or watch the news, you’ll likely think the world is falling to pieces. Trends like terrorism, climate change, and a growing population straining the planet’s finite resources can easily lead you...

AI Uses Titan Supercomputer to Create Deep Neural Nets in Less Than a Day

You don’t have to dig too deeply into the archive of dystopian science fiction to uncover the horror that intelligent machines might unleash. The Matrix and The Terminator are probably the most well-known examples of self-replicating,...

When Will We Finally Achieve True Artificial Intelligence?

The field of artificial intelligence goes back a long way, but many consider it was officially born when a group of scientists at Dartmouth College got together for a summer, back in 1956. Computers...

The Technologies We’ll Have Our Eyes on in 2018

It’s that time of year again when our team has a little fun and throws on our futurist glasses to look ahead at some of the technologies and trends we’re most anticipating next year. Whether...

Do Our Brains Use Deep Learning to Make Sense of the World?

The first time Dr. Blake Richards heard about deep learning, he was convinced that he wasn’t just looking at a technique that would revolutionize artificial intelligence. He also knew he was looking at something...

The Hidden Human Workforce Powering Machine Intelligence

The tech industry touts its ability to automate tasks and remove slow and expensive humans from the equation. But in the background, a lot of the legwork training machine learning systems, solving problems software...

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