Goto

Collaborating Authors

 SPE


Four Cool Ways to Use Neural Networks in Games

AITopics Original Links

In our book, AI for Game Developers, we cover many different AI techniques that are used in games. Many of the techniques we cover, such as chasing and evading, pathfinding, finite state machines, and rules-based systems, among others, have obvious applications in games. However, some of the other techniques we cover, such as neural networks, genetic algorithms, and Bayesian techniques, are not as familiar and thus their applications in games may not be as obvious. Nonetheless, these latter techniques offer compelling capabilities when applied in games and they are quickly gaining popularity, as evidenced by their appearances in game development literature, conferences, and indeed the games. Throughout our book we give you multiple code examples and additional ideas of how you can apply all of the techniques we cover in your own games.


Can Behavioral Science Help in Flint?

AITopics Original Links

A week after Donald Trump's election, a thirty-year-old cognitive scientist named Maya Shankar purchased a plane ticket to Flint, Michigan. Shankar held one of the more unorthodox jobs in the Obama White House, running the Social and Behavioral Sciences Team, also known as the President's "nudge unit." When she launched the team, in early 2014, it felt, Shankar recalls, "like a startup in my parents' basement"--no budget, no mandate, no bona-fide employees. Within two years, the small group of scientists had become a staff of dozens--including an agricultural economist, an industrial psychologist, and "human-centered designers"--working with more than twenty federal agencies on seventy projects, from fixing gaps in veterans' health care to relieving student debt. Usually, the initiatives had, at their core, one question: Could the growing body of knowledge about the quirks of the human brain be used to improve public policy? For months, Shankar had been thinking about how to bring behavioral science to bear on the problems in Flint, where a crisis stemming from lead contamination of the drinking water had stretched on for almost two years. She wondered if lessons from the beleaguered city could inform the Administration's approach to the broader threat posed by lead across America--in pipes, in paint, in dust, and in soil. "Flint is not the only place poisoning kids," Shankar said. In recent years, behavioral science has become a voguish field. In 2002, the Israeli psychologist Daniel Kahneman won a Nobel Prize in Economic Sciences for his work with a colleague, Amos Tversky, exploring the peculiarities of human decision-making in the face of uncertainty. A basic premise of the discipline they'd helped to create was that people's cognition is bias-prone, and susceptible to the cognitive equivalent of optical illusions. As a result, small tweaks of presentation or circumstance could make a major difference: if a judge rendered a decision about granting parole just before a meal, the inmate's odds for a favorable outcome dipped to near zero; just after the judge ate, the chances rose to around sixty-five per cent. Grocers had learned that they could sell double the amount of soup if they placed a sign above their cans reading "limit of 12 per person." But, for all the field's potential, its advances seemed mostly to have served the private sector. A prominent exception was the "nudge," a notion advanced by the legal scholar Cass R. Sunstein, now at Harvard Law School, and the University of Chicago behavioral economist Richard Thaler, in their 2008 best-seller "Nudge: Improving Decisions About Health, Wealth, and Happiness."


Natural Language Generation in Health Care Journal of the American Medical Informatics Association

AITopics Original Links

Good communication is vital in health care, both among health care professionals, and between health care professionals and their patients. And well-written documents, describing and/or explaining the information in structured databases may be easier to comprehend, more edifying, and even more convincing than the structured data, even when presented in tabular or graphic form. Documents may be automatically generated from structured data, using techniques from the field of natural language generation. These techniques are concerned with how the content, organization and language used in a document can be dynamically selected, depending on the audience and context. They have been used to generate health education materials, explanations and critiques in decision support systems, and medical reports and progress notes. Effective communication is vital in health care, both between health care providers and their patients and among health care providers themselves. Different participants in the health care process--consultants, nurses, general practitioners, medical researchers, patients, their relatives, and even accountants and administrators--must all be able to obtain and communicate relevant information on patients and their treatment. But there are many obstacles in the way of effective communication: Participants may use different terms to describe the same thing--a particular problem for patients who do not understand medical terminology. Different participants frequently have different information needs and little time to filter information, so that no single report is truly adequate for all.


Nightmarish vision of the world as seen through the eyes of Google

AITopics Original Links

These nightmarish images offer a unique and mesmerizing insight into how computers see the world - and what happens when a mind-bogglingly complex system of artificial intelligence is let off its leash. To discern and process the billions of photos that pass through its site, Google engineers designed ingenious tools known as artificial neural networks, or'ANNs'. Google's ANNs are programmed, through an endless stream of similar photos, to recognise objects within images by their distinctive characteristics. For example, the ANN will be taught to recognise a fork by processing millions of pictures of forks - eventually understanding that it has a handle and two to four tines. Now Google is offering the public these networks' codes - allowing people to upload photos and mutate them into terrifying and wonderful versions of the original.


Chatbot - artificial person with interactive textual conversation skills

AITopics Original Links

A chatbot is an artificial person, animal or other creature which holds conversations with humans. This could be a text based (typed) conversation, a spoken conversation or even a non-verbal conversation. Chatbot can run on local computers and phones, though most of the time it is accessed through the internet. Chatbot is typically perceived as engaging software entity which humans can talk to. It can be interesting, inspiring and intriguing.


Translation Software in Enterprise

AITopics Original Links

In an ideal world, everyone would speak the same language or at least be able to understand other languages fluently. But we don't live in that ideal world, yet. We do, however, live, work, and interact in a global society, where effective communication with co-workers is vital, and machine translation software has become a must for any company that works on internationally. There are many types of machine-based translation software. The two types most talked about assist translators and those who can do the translation themselves.


Artificial Intelligence: The Next Big Thing

AITopics Original Links

The first task was to replicate the sights and sounds around them. Originally starting with cartoonish 8-color images and clicking noises, this ability has been refined over the years to the point where we can now type in any address in the United States and get an interactive, 360-degree view from that location using Google Maps. But teaching a computer to analyze and understand the real world -- a.k.a. Artificial Intelligence -- has proven much more difficult. A solid 10 years after I first tried dictating a social studies paper to my computer, I still groan when I hear an automated Customer Service message ask me in Robot-speak to please state my problem.


6 Questions on Social Media with Michael Wu

AITopics Original Links

Today, we are honored to have Michael Wu, Principal Scientist at Lithium Technologies, participate in our social media Q&A. I was a pure academic track research scientist before I entered the industry. I did research in computational neuroscience and my thesis was on modeling visual processing in the human brain using mathematical approaches, such as statistics and machine learning. Because computer vision is nowhere near the performance of humans in terms of its ability to segment objects, recognize people and understand a scene, my goal was to understand the computations that occur in our brains so we can recreate them in a machine vision system. I joined the industry right after finishing my PhD.


Understanding Intelligence, Artificial Intelligence and IQ Tests

AITopics Original Links

Are we born with a predetermined level of intelligence or can it be improved? Are there different kinds of intelligence? How can we assess intelligence? You'll find answers to these questions and much more here in this educational resource. What is Intelligence and How is it Measured?: Intelligence is a term that is difficult to define, and… Are You Born Intelligent or Does It Develop Socially?: Despite what many people think, your… Interesting Questions Using Computers for Intelligence, What are... Re: Why are Humans More Intelligent than Animals?: Animals have language!


Chatbots Are Back And They're About to Take Over

AITopics Original Links

Miss Piggy doesn't like it when I ask her about Kermit. We're having a conversation in Facebook's Messenger app, and the famous Muppet is trying to convince me to watch her fictional talk show Up Late With Miss Piggy, whose backstage hijinks provide the plot of ABC's show The Muppets. She gushes about the show's house band, Electric Mayhem--"VERY hairy"--and asks me whether I'd rate the program a 10 out of 10 or a mere 9 out of 10. But when I ask about her green ex-lover, she snaps. "I wish everyone would stop asking me about Kermit...I've moved on."