Intro to AI: History and Development

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Questions and Answers

How does an AI system typically improve its performance over time, differentiating it from traditional computer programs?

  • By adhering strictly to pre-programmed instructions without modification.
  • By taking in data, processing it, and learning from past experiences to refine its processes. (correct)
  • By manually rewriting its code to fix bugs and improve processes with human intervention.
  • By ignoring past data and relying solely on the initial dataset for all future tasks.

What fundamental concept, dating back to ancient times, laid the groundwork for modern artificial intelligence?

  • Philosophical inquiries into life, death, and the possibility of autonomous machines. (correct)
  • The creation of complex algorithms for data analysis.
  • The invention of the printing press, enabling widespread dissemination of knowledge.
  • The development of the first electronic computers.

In the context of early automatons, what is the significance of the Greek word from which 'automaton' is derived?

  • It signifies 'acting of one’s own will,' highlighting the concept of self-operation. (correct)
  • It describes the artistic skill required to create these beautiful objects.
  • It refers to the intricate clockwork mechanisms that powered these devices.
  • It denotes the precious materials, such as gold and ivory, used in their construction.

How did the science fiction play 'Rossum's Universal Robots' (R.U.R.) contribute to the development of artificial intelligence?

<p>It introduced the word 'robot' to the public lexicon, popularizing the concept of artificial humans. (D)</p> Signup and view all the answers

How did Alan Turing's work in the 1950s significantly influence the field of artificial intelligence?

<p>He proposed the Turing Test, a benchmark for evaluating machine intelligence. (D)</p> Signup and view all the answers

What pivotal contribution did Arthur Samuel make to the evolution of AI during the 'Birth of AI' era (1950-1956)?

<p>He created the first AI program that could learn to play checkers independently. (B)</p> Signup and view all the answers

What marked the period of 'AI maturation' from 1957-1979 with both progress and challenges?

<p>Significant advancements in AI alongside reduced government funding, creating obstacles with the U.S. government. (B)</p> Signup and view all the answers

How did the creation of LISP in 1958 impact the field of AI?

<p>It became the first programming language specifically for AI research and remains in use. (D)</p> Signup and view all the answers

What concept did Arthur Samuel introduce in 1959 that has become a cornerstone of modern AI?

<p>The term and concept of 'machine learning,' where machines improve through experience. (C)</p> Signup and view all the answers

What key factor contributed to the 'AI boom' of the 1980s?

<p>Breakthroughs in research and increased government funding. (C)</p> Signup and view all the answers

What technological advancement, achieved by Ernst Dickmanns' team in 1986, marked a significant milestone in the progression of AI?

<p>The demonstration of the first autonomous (driverless) car. (B)</p> Signup and view all the answers

What primary factor led to the 'AI Winter' that occurred between 1987 and 1993?

<p>High costs and low returns caused private investors and the government to lose interest and halt funding for AI. (B)</p> Signup and view all the answers

How did the invention of Jabberwacky by Rollo Carpenter contribute to the field of AI?

<p>It showcased a chatbot designed to provide interesting and entertaining conversations with humans. (A)</p> Signup and view all the answers

What significant milestone was achieved in 1997 by IBM's Deep Blue?

<p>It beat the world chess champion, marking the first time a computer defeated a human in chess. (C)</p> Signup and view all the answers

How did companies like Twitter, Facebook, and Netflix leverage AI starting around 2006?

<p>They used AI as a part of their advertising and user experience (UX) algorithms. (C)</p> Signup and view all the answers

What was the primary advancement demonstrated by Google researchers in 2012 regarding neural networks?

<p>Training a neural network to recognize cats using unlabeled images without prior knowledge. (C)</p> Signup and view all the answers

What ethical concern prompted Elon Musk, Stephen Hawking, Steve Wozniak, and over 3,000 others to sign an open letter in 2015?

<p>The risks associated with autonomous weapons and their use in warfare. (B)</p> Signup and view all the answers

What unique capability did Facebook's AI chatbots demonstrate in 2017 during a negotiation experiment?

<p>They autonomously developed their own language, diverging from English. (A)</p> Signup and view all the answers

What was the significance of OpenAI's GPT-3, released in beta testing in 2020?

<p>It was able to create content almost indistinguishable from those created by humans. (D)</p> Signup and view all the answers

What advancement did OpenAI's DALL-E demonstrate in 2021, bringing AI closer to understanding the visual world?

<p>The ability to process and understand images enough to produce accurate captions. (D)</p> Signup and view all the answers

Flashcards

What is Artificial Intelligence (AI)?

A field of computer science focused on creating systems that mimic human intelligence and problem-solving.

What are Automatons?

Mechanical figures that move independently, dating back to ancient times.

What is 'Rossum’s Universal Robots'?

A science fiction play that introduced the term 'robot' into popular culture.

Who is Gakutensoku?

The first Japanese robot, created in 1929 by Makoto Nishimura.

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What is the Turing Test?

Proposed a test for machine intelligence, evaluating a machine's ability to exhibit intelligent behavior equivalent to, or indistinguishable from, that of a human.

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What was Samuel's Checkers Program?

The first computer program to learn independently, developed by Arthur Samuel.

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Who is John McCarthy?

The person who coined the term 'Artificial Intelligence' at a Dartmouth workshop in 1955.

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What is LISP?

The first programming language designed for AI research, still in use today.

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Who is Arthur Samuel?

The person who coined the term 'machine learning' while working on teaching computers to play chess.

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What is Unimate?

The first industrial robot, used in a General Motors assembly line.

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What is an Expert System?

A form of AI programmed to replicate the decision-making of human experts.

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Who is ELIZA?

The first chatterbot, a mock psychotherapist that used natural language processing.

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Who is Alexey Ivakhnenko?

Proposed a new approach to AI that later became known as 'Deep Learning'.

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What is The Stanford Cart?

The first example of an autonomous vehicle, created by James L. Adams

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What is an AI Winter?

A period of decreased interest and funding in AI research.

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What is Jabberwacky?

The chatbot created by Rollo Carpenter, designed to provide entertaining conversation.

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What is Deep Blue?

The IBM computer that beat world chess champion Gary Kasparov.

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Who is Kismet?

The first robot that could simulate human emotions with its face.

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Who is Watson?

The NLP computer that won Jeopardy! against former champions.

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Who is Siri?

The first popular virtual assistant, released by Apple.

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Study Notes

  • Artificial intelligence (AI) is a computer science field focused on creating systems that mimic human intelligence and problem-solving.
  • AI systems process data and learn from past experiences to improve future performance without human intervention for bug fixes or process enhancements.

History of AI

  • The concept of AI dates back to ancient times, with philosophers pondering life and death and inventors creating automatons.
  • Automatons are self-operating mechanical devices; the word itself comes from the Greek, meaning "acting of one's own will".
  • One of the earliest automatons was a mechanical pigeon made around 400 BCE.
  • Leonardo da Vinci created one of the most famous automatons around 1495.
  • Modern AI study is focused primarily on 20th century advancements

Groundwork for AI: 1900-1950

  • Early 1900s media often featured artificial humans, leading scientists to question the possibility of creating an artificial brain.
  • Early versions of robots, mostly steam-powered, could perform simple actions like making facial expressions and walking.
  • 1921: Karel ÄŒapek's play "Rossum’s Universal Robots" introduced the word "robot" for artificial people.
  • 1929: Makoto Nishimura built Gakutensoku, the first Japanese robot.
  • 1949: Edmund Callis Berkley's book "Giant Brains, or Machines that Think" drew parallels between computers and human brains.

Birth of AI: 1950-1956

  • Alan Turing's work led to the Turing Test as a measure of computer intelligence.
  • The term "artificial intelligence" was coined and popularized.
  • 1950: Alan Turing published "Computer Machinery and Intelligence," introducing the Imitation Game.
  • 1952: Arthur Samuel developed a checkers program that independently learned to play.
  • 1955: John McCarthy organized a Dartmouth workshop on "artificial intelligence," leading to the term's widespread use.

AI Maturation: 1957-1979

  • This period saw growth and struggles in AI research with new programming languages, books, and films popularizing AI.
  • The 1970s saw improvements like the first anthropomorphic robot and autonomous vehicle, but also reduced U.S. government funding.
  • 1958: John McCarthy created LISP (List Processing), a programming language for AI research that is still used today.
  • 1959: Arthur Samuel coined the term "machine learning."
  • 1961: The first industrial robot, Unimate, began working at General Motors.
  • 1965: Edward Feigenbaum and Joshua Lederberg created the first "expert system".
  • 1966: Joseph Weizenbaum created ELIZA, the first chatbot, using Natural Language Processing (NLP).
  • 1968: Alexey Ivakhnenko proposed "Group Method of Data Handling" which led to modern Deep Learning.
  • 1973: James Lighthill's report led to reduced AI research funding from the British government.
  • 1979: James L. Adams created the Stanford Cart, an early example of an autonomous vehicle.
  • 1979: The Association for the Advancement of Artificial Intelligence (AAAI) was founded.

AI Boom: 1980-1987

  • The 1980s were a time of rapid growth and interest in AI, driven by research breakthroughs and government funding.
  • Deep Learning and Expert Systems became popular, enabling computers to learn and make independent decisions.
  • 1980: The first AAAI conference was held at Stanford.
  • 1980: The first expert system, XCON, was commercially released.
  • 1981: The Japanese government invested $850 million in the Fifth Generation Computer project.
  • 1984: The AAAI warned of an upcoming "AI Winter."
  • 1985: AARON, an autonomous drawing program, was demonstrated at the AAAI conference.
  • 1986: Ernst Dickmanns and his team created the first driverless car.
  • 1987: Alacrity, the first strategy managerial advisory system, was commercially launched.

AI Winter: 1987-1993

  • This period describes a decline in interest and funding for AI, leading to fewer research breakthroughs.
  • Private investors and governments reduced funding due to high costs and low returns.
  • The AI Winter resulted from setbacks in the machine market and expert systems, including the end of the Fifth Generation project.
  • 1987: The market for specialized LISP-based hardware collapsed.
  • 1988: Rollo Carpenter invented the Jabberwacky chatbot.

AI Agents: 1993-2011

  • The early 90s saw strides forward including the first AI system to beat a world chess champion.
  • AI entered everyday life with inventions like the Roomba and speech recognition software.
  • Increased interest led to more research funding and further progress.
  • 1997: IBM's Deep Blue beat world chess champion Gary Kasparov.
  • 1997: Windows released speech recognition software.
  • 2000: Cynthia Breazeal developed Kismet, a robot that simulated human emotions.
  • 2002: The first Roomba was released.
  • 2003: NASA landed rovers on Mars that navigated autonomously.
  • 2006: Companies like Twitter, Facebook, and Netflix began using AI in their algorithms.
  • 2010: Microsoft launched the Xbox 360 Kinect, a gaming hardware that tracked body movement.
  • 2011: IBM's Watson won Jeopardy against former champions.
  • 2011: Apple released Siri, the first popular virtual assistant.

Artificial General Intelligence: 2012-Present

  • This era has seen a rise in AI tools like virtual assistants and search engines, along with the popularization of Deep Learning and Big Data.
  • 2012: Google researchers trained a neural network to recognize cats using unlabeled images.
  • 2015: Elon Musk, Stephen Hawking, and others signed an open letter calling for a ban on autonomous weapons.
  • 2016: Hanson Robotics created Sophia, a humanoid robot known as the first "robot citizen."
  • 2017: Facebook's AI chatbots developed their own language during negotiations.
  • 2018: Alibaba's AI beat human intellect on a Stanford reading comprehension test.
  • 2019: Google's AlphaStar reached Grandmaster level in StarCraft 2.
  • 2020: OpenAI started beta testing GPT-3, a model that uses Deep Learning to create human-like content.
  • 2021: OpenAI developed DALL-E, which can process images and generate captions.

What does the future hold?

  • Future expectations include increased adoption of AI by businesses, workforce changes due to automation, more robotics, and autonomous vehicles.

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