What is Ai: Definition and 181 Discussions

Artificial intelligence (AI) is intelligence demonstrated by machines, unlike the natural intelligence displayed by humans and animals, which involves consciousness and emotionality. The distinction between the former and the latter categories is often revealed by the acronym chosen. 'Strong' AI is usually labelled as artificial general intelligence (AGI) while attempts to emulate 'natural' intelligence have been called artificial biological intelligence (ABI). Leading AI textbooks define the field as the study of "intelligent agents": any device that perceives its environment and takes actions that maximize its chance of achieving its goals. Colloquially, the term "artificial intelligence" is often used to describe machines that mimic "cognitive" functions that humans associate with the human mind, such as "learning" and "problem solving".As machines become increasingly capable, tasks considered to require "intelligence" are often removed from the definition of AI, a phenomenon known as the AI effect. A quip in Tesler's Theorem says "AI is whatever hasn't been done yet." For instance, optical character recognition is frequently excluded from things considered to be AI, having become a routine technology. Modern machine capabilities generally classified as AI include successfully understanding human speech, competing at the highest level in strategic game systems (such as chess and Go), and also imperfect-information games like poker, self-driving cars, intelligent routing in content delivery networks, and military simulations.Artificial intelligence was founded as an academic discipline in 1955, and in the years since has experienced several waves of optimism, followed by disappointment and the loss of funding (known as an "AI winter"), followed by new approaches, success and renewed funding. After AlphaGo defeated a professional Go player in 2015, artificial intelligence once again attracted widespread global attention. For most of its history, AI research has been divided into sub-fields that often fail to communicate with each other. These sub-fields are based on technical considerations, such as particular goals (e.g. "robotics" or "machine learning"), the use of particular tools ("logic" or artificial neural networks), or deep philosophical differences. Sub-fields have also been based on social factors (particular institutions or the work of particular researchers).The traditional problems (or goals) of AI research include reasoning, knowledge representation, planning, learning, natural language processing, perception and the ability to move and manipulate objects. AGI is among the field's long-term goals. Approaches include statistical methods, computational intelligence, and traditional symbolic AI. Many tools are used in AI, including versions of search and mathematical optimization, artificial neural networks, and methods based on statistics, probability and economics. The AI field draws upon computer science, information engineering, mathematics, psychology, linguistics, philosophy, and many other fields.
The field was founded on the assumption that human intelligence "can be so precisely described that a machine can be made to simulate it". This raises philosophical arguments about the mind and the ethics of creating artificial beings endowed with human-like intelligence. These issues have been explored by myth, fiction and philosophy since antiquity. Some people also consider AI to be a danger to humanity if it progresses unabated. Others believe that AI, unlike previous technological revolutions, will create a risk of mass unemployment.In the twenty-first century, AI techniques have experienced a resurgence following concurrent advances in computer power, large amounts of data, and theoretical understanding; and AI techniques have become an essential part of the technology industry, helping to solve many challenging problems in computer science, software engineering and operations research.

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  1. FallenApple

    AI and the restructuring of society.

    What does artificial intelligence mean for the future? I suspect that it would be highly revolutionary as many jobs would simply be replaced. First, jobs such as flipping burgers and receptionist work would be eliminated. This is obvious, but what is concerning is the rate and timing in which...
  2. garylau

    What is the meaning of Ai Aii Bi Bii in Vector potential?

    Sorry may i ask a question here~ i don't understand how did GRIFFITHS prove the statement from(C) to (B) What is his logic in this case? and What is Ai Aii Bi Bii in the integral? thank you
  3. T

    Programs I can't decide between AI and Physics....

    I've been interested in these 2 subjects for some time now. I'm 18 atm and since I was 13 I've been extremely fascinated by artificial intelligence and theoretical physics. I've only acted on my interest in AI though since I became president of my robotics team and was heavily focused on...
  4. Greg Bernhardt

    Destined to build a super AI that will destroy us?

    Sam Harris had a TED Talk on this not long ago. What do you think? Are we taking the dangers seriously enough or does Sam Harris have it wrong?
  5. M

    A Three lines two neurons and M×M receptors.

    Dear all, I have lately been interested in AI. One of my thoughts has been as follows: What if we have two 'neurons' and the world consists of vertical, horizontal and diagonal lines. How would we go about making sure only one neuron is assigned to either vertical or horizontal lines and...
  6. T

    Programs Need help deciding what to major in.... Want a career in AI

    I wanted to study physics when I was younger... took physics in high school and didn't enjoy it at all... kinematics is boring. And now when I look at physics subjects it's not as interesting as it used to be... like optics and waves(yawn) only thing that truly interested is astrophysics which...
  7. Drakkith

    Can AI Evolve to Master Super Mario? A Look at NEAT and Lua Programming

    Here's a neat video I found of an evolving AI that plays the video game Super Mario. The AI is based off of something called NEAT, or Neuro Evolution of Augmenting Topologies (paper here), and was programmed in Lua (source code here). I thought it was pretty cool, so I just figured I'd share.
  8. EnumaElish

    AI made of light "possibly science" or "pure fiction"?

    At the end of the movie about a robot boy who sleeps a long time under water ("AI"? by Spielberg?), sentient beings seemingly made of light appear. That's what I remember anyway. Is that within the possibilities of known science? Can light particles behave as organized matter in and of...
  9. nsaspook

    What happened to Microsoft's AI chatbot on Twitter?

    What happens when an innocent AI chatbot meets Twitter? NSFW language. http://www.telegraph.co.uk/technology/2016/03/24/microsofts-teen-girl-ai-turns-into-a-hitler-loving-sex-robot-wit/
  10. E

    Google's AI beats world Go champion

    Go has been considered one of the games in which the human is superior to any AI. However in a first match Google's AI has beaten world Go champion Lee Se-dol. Earlier this year the AI beat the European Go champion.
  11. Fancypen

    Computer Engineering or CS at UCSD: AI Focus Worth Waiting?

    I am going to UCSD soon and I can't decide to focus on CS or computer engineering. The latter, requires 2 more physics classes, E&M/Waves&Optics and differential equations, where CS requires Mechanics/Chem200 and no differential equations. I've already taken Chem200 and currently in Mechanics...
  12. S

    Schools How do I prove my AI idea at University if I cannot make it?

    Hi, so, I have this AI creation I want to make, which, like some experiments i.e. the LHC/ect it is either too big, too nano, too much, too code-wanting, to make, and I can't and won't be making my AI invention, or more precisely, I won't be coding it up or connecting the camera gizmos ect...
  13. A

    AI Seed Programming: Questions & Answers for Nick Bostrom's Superintelligence

    I read Nick Bostroms book "Superintelligence" but can't seem to find an answer to a question I have. I emailed Nick the following (though I'm sure he gets thousands of emails and will likely never respond): Firstly, thank you for the great read. :) My question is this: Why are you so certain...
  14. Philip

    ± sqrt(b^2 - a^2) = ± b ± ai ?

    I came across this strange relationship when deriving the degree-4 equation for a torus. First thing that comes to mind is the 'Freshman's Dream'. Apparently, it was pure coincidence that they are equal. But, I don't believe in coincidences when it comes to a math expression. There is something...
  15. S

    Comparing AI and Machine Learning MOOCs: UC Berkeley vs Stanford

    I am a high school student and an avid learner through MOOCs. This spring, there are two MOOCs coming up which caught my interest- one on AI from UC Berkeley(Dan Klein) and the other on Machine Learning from Stanford(Andrew Ng). Though I am inclined towards the Berkeley course, I wanted to get...
  16. icecubebeast

    If AI takes over all jobs then what will happen

    If AI (artificial intelligence) takes over all jobs then how do you think society will change? When do you think it'll happen? Which jobs do you think AI will take over last? What do you think will happen if AI self improves (faster computing, smarter computing, etc.) exponentially and we can...
  17. E

    Will AI ever achieve self awareness?

    Will advanced artificial intelligence ever achieve consciousness and self-awareness? Perhaps in the not-too-distant future? And is it possible for AI to match or surpass the intelligence of human beings?
  18. jaskamiin

    Is physics utilized in AI research? If so, how?

    It seems to me on the forefront that Artificial Intelligence research is more of the computer scientist's and mathematician's game, but I seem to recall reading a couple of books written by physicists on the subject as well (including Penrose's The Emperor's New Mind). Is this a popular trend...
  19. A

    Can an AI write a credible novel with Wikipedia and YouTube?

    I always wanted to create a toolbox of critical analysis tools for young people to analyze, debate, and anticipate the near term future given our human nature and our history, especially since the scientific revolution. This is what my novel is intended to do, but writing a first (crap) edition...
  20. P

    AI Forum: Find Answers to AI Questions

    Does anyone know a good Artificial Intelligence/Pattern Recognition/Graphical Models/Probability Theory forum?
  21. petormojer

    What branches of mathematics do I need to know to make AI algorithms?

    I am in high school and I don't know much math. By AI I mean Artificial Intelligence. And by AI algorithms, I mean like algorithms that can allow a program to distinguish object from object in a picture, what key word to use based on data from the past, "learns" you and other objects, and etc.
  22. M

    Engineering Can an aeronautical engineer specialize in Robotics or AI ?

    Hello, first of all, sorry for my bad English.. I'm taking English courses to improve it :) I have a big question that nobody can answer yet.. I'm studying aeronautical engineering in Argentina, I love it, and I have very high grades, my university have a connection with the ISAE in Toulouse...
  23. S

    Famous math problems in machine learning and AI ?

    "famous" math problems in machine learning and AI ? Are there any "famous"(i.e. crucial) unsolved mathematical problems in the field of machine learning or the general study of artificial intelligence? There is interest in programming computers to solve problems by artificial intelligence...
  24. N

    Is Deactivating Advanced AI Equivalent to Murder?

    Let's say for example in a couple of hundred years we built an AI robot that was not only capable of making decisions for its self, but was self sustaining and was also capable of reproducing (via whatever means), would switching it off be considered murder (I'm aware murder is the killing of a...
  25. sbrothy

    Can AI be used to search for a theory of quantum gravity?

    I'm somewhat awed by this paper: The emergence of complex behaviors through causal entropic forces. Now, I'm not a scientist or anything so bear with here: Shouldn't it be possible to use this approach to find solutions to Newton's equations such as solving the three-body-problem etc? And...
  26. I

    The correlation between AI and C.V. to these automation systems

    I want to know how the artificial intelligent become integrated or can improve more automation systems and machine that build in automatic way Display screen, solar cells, lithium ion batteries, printed circuit boards and 3D printers. I know that these automation systems and machine are...
  27. R

    Who's working on Strong AI and where?

    Who's working on "Strong AI" and where? Time for me to move on for my PhD. I have become increasingly interested (have a theory of my own as I am sure many do) in Strong AI. There seem to be a decent number of postings (perhaps small in comparison with other areas of CS), those however are...
  28. J

    Tracking Path to AI: Electrical Engineering & Computer Science

    Hello, I will soon be a Freshman in college pursuing Electrical Engineering. I was wondering if I want to research and possibly work in the field of Artificial Intelligence, would the following academic track be plausible? BsC in Electrical Engineering with minor in Computer Science...
  29. B

    Nested VMs and the emergence of AI

    Hope this is the right place for this... This is a thought experiment, so please ignore the clumsy description of the process. Imagine a virtual machine running programs to design, test improvements, and produce a more sophisticated implementation of itself. It does this by creating a...
  30. S

    AI optimal rotation of a rigid body

    I'm trying to write AI code for a program, in which a spaceship has to rotate to face a target. I've somewhat idealised the situation - the ship can yaw, pitch and roll with a maximum angular acceleration along each axis. I'm representing the rotation of the ship relative to the world...
  31. I

    Why don't AI systems have good voices?

    Why don't AI systems have "good" voices? Is it difficult to engineer an AI system that actually sounds like a human (in terms of speaking)?
  32. L

    AI- firing strength for output with 2 different inputs

    Question: IF x is A AND y is B THEN z is C where A=0.1/1 + 0.4/2 + 0.7/3 + 1.0/4 + 0.6/5 + 0.2/6 + 0.1/7 B=0.3/1 + 0.8/2 + 1.0/3 + 0.6/4 + 0.5/5 + 0.3/6 + 0.2/7 C=0.3/1 + 0.5/2 + 0.7/3 + 1.0/4 + 0.8/5 + 0.4/6 + 0.0/7 Find the fire strength and evaluate output z: a) for x which is a...
  33. K

    Boost Your AI Skills: Guide for CS Majors on Studying Artificial Intelligence"

    Hello, I'm a CS major. What should I study as a minor or maybe major to study Artificial Intelligence?
  34. M

    Prove: Sum ai bi Converges if Sum ai & Sum bi Non-negative

    Hi Can someone please help me to prove or give a counter example is sum ai and sum bi are convergent series with non-negative terms then sum aibi converges I believe that if it doesn't say "non-negative terms" then this wouldn't be true. Am I correct? Since each of two non-negative...
  35. D

    The Limits of AI: Can Computers Truly Replicate Human Intelligence and Emotions?

    I am skeptical that strong human-like AI is possible. I think AI can be made to look very much like human intelligence but I don't think it will actually be like human intelligence in the way that you and I are. For example, I don't think a computer can Actually feel pain or pleasure or fear and...
  36. P

    Implementing Benevolence: The Necessity of Morality in the Arrival of AI

    Arrival of AI A quick glance at www.top500.org let's us take a look at the current processing speeds of the fastest present-day computers. The clock speeds of many of these machines are rapidly approaching the computing power of the human brain. A common estimate for the human brain's...
  37. Y

    Designing a TM for a Language: ai bj ck

    Design a Turing machine for each of the following languages, give formal description of the TM and draw state diagram. {ai bj ck |i + k = j, and i,j ≥ 0, k ≥ 1}. Some example words of the language are asfollows: a. aabccc b. abbbbccccc c. ac d. bc
  38. I

    Prove U (Ai X Bi) [itex]\subseteq[/itex] (U Ai) X (U Bi)

    Homework Statement Suppose {Ai l i \inI} and {Bi l i \inI} are indexed families of sets. Prove that U i \inI(Ai X Bi) \subseteq (Ui \inIAi) X (Ui \inIBi) 2. Relevant\subseteq equations From How to Prove It, 2nd Edition, Sec. 4.1 #11a) The Attempt at a Solution Let (x, y)...
  39. S

    Ready to Dive into Stanford's Free Online ML & AI Courses?

    Hello all, Stanford is offering FREE online Machine Learning and Artificial Intelligence courses running from October 10 to December 18. Would anyone like to register and start an online PF study group with me? Here are the links: http://www.ml-class.org http://www.ai-class.com
  40. edpell

    Progress of AI: 50 Years and Counting

    How come AI never makes an progress? OK this may be slightly over stated but it has been 50 years since we thought we could make an AI soon and we are no where near an AI.
  41. rootX

    Power Engineering & AI Universities in North America: Research & Connect

    What are some good universities in the fields of power engineering and AI in North America for higher education, masters or phd? I guess I can contact my local professors to find about it or get myself familiar with recent developments and contact the authors. So far, I only been trying find...
  42. M

    Proving: All Points on Ax + By + Cz = 0 Lie in Plane Perpend. to Ai + Bj + Ck

    Homework Statement The vector r = xi + yj + zk, called the position vector, points from the origin (0, 0, 0) to an arbitrary point in space with coordinates (x, y, z). Use what you know about vectors to prove the following: All points (x, y, z) that satisfy the equation Ax + By + Cz = 0...
  43. A

    Creating an AI Knowledge Base for Building Structure - 65 Characters

    Homework Statement I want to create a structure that will hold information about the below environment,a knowledge base.So I'm trying to define predicates to encode every state of the problem; some of them will be atemporal predicates, which don't change as time progresses, and some will be...
  44. R

    AI search strategies using discrete mathematics

    Homework Statement The question is to provide a new composite heuristic h3 that is admissible and dominates h1 and h2. Then show the cost of each of the states through H according to h3. Homework Equations States: A B C D E F G H h1: 10,12,12,6,7,7,2,10 h2: 8, 9, 14,4,9,7,1,9...
  45. B

    Math & AI: My Dream Job - Advice Needed

    so, my dream job is work on the math end of artificial intelligence. i don't know how much of an option that is for me. i will be getting my undergrad degree in math with a stats minor here pretty soon, but I'm debating on getting a double major in stats and going on to grad school. does anyone...
  46. C

    Is AI a Valuable Elective for Computer Science Students?

    i am be computer science third year. i love discrete mathematics and am being told that ai is pretty much algorithms as maths. so should i take it as an elective?
  47. U

    Exploring Bill Gates' AI Research in the 1970s

    why did he see things that those computer scientists/researchers didnt back in 70's?
  48. M

    Suggestions for an AI programming project?

    Hi everyone. I'm supposed to do a small research project for one of my C++ classes. The only requirement is that it can be rendered in 3D (opengl). I wanted to do something AI related, like pathfinding or something. I thought of making a 3D pacman with each ghost following a different...
  49. B

    Is This the Next Big Breakthrough in AI?

    http://news.yahoo.com/s/nm/20090402/sc_nm/us_science_robots This sounds exciting!
  50. Y

    Useful majors for postgrad study in machine learning and AI

    Hello, I'm wondering what sort of areas would be useful in postgrad study in machine learning and AI. At the moment I'm in Arts majoring in mathematics and logic/philosophy of science. I'm planning to keep these two majors, as statistics and discrete mathematics will be useful in AI/machine...
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