Podcast
Questions and Answers
How does an AI system typically improve its performance over time, differentiating it from traditional computer programs?
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?
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?
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?
How did the science fiction play 'Rossum's Universal Robots' (R.U.R.) contribute to the development of artificial intelligence?
How did Alan Turing's work in the 1950s significantly influence the field of artificial intelligence?
How did Alan Turing's work in the 1950s significantly influence the field of artificial intelligence?
What pivotal contribution did Arthur Samuel make to the evolution of AI during the 'Birth of AI' era (1950-1956)?
What pivotal contribution did Arthur Samuel make to the evolution of AI during the 'Birth of AI' era (1950-1956)?
What marked the period of 'AI maturation' from 1957-1979 with both progress and challenges?
What marked the period of 'AI maturation' from 1957-1979 with both progress and challenges?
How did the creation of LISP in 1958 impact the field of AI?
How did the creation of LISP in 1958 impact the field of AI?
What concept did Arthur Samuel introduce in 1959 that has become a cornerstone of modern AI?
What concept did Arthur Samuel introduce in 1959 that has become a cornerstone of modern AI?
What key factor contributed to the 'AI boom' of the 1980s?
What key factor contributed to the 'AI boom' of the 1980s?
What technological advancement, achieved by Ernst Dickmanns' team in 1986, marked a significant milestone in the progression of AI?
What technological advancement, achieved by Ernst Dickmanns' team in 1986, marked a significant milestone in the progression of AI?
What primary factor led to the 'AI Winter' that occurred between 1987 and 1993?
What primary factor led to the 'AI Winter' that occurred between 1987 and 1993?
How did the invention of Jabberwacky by Rollo Carpenter contribute to the field of AI?
How did the invention of Jabberwacky by Rollo Carpenter contribute to the field of AI?
What significant milestone was achieved in 1997 by IBM's Deep Blue?
What significant milestone was achieved in 1997 by IBM's Deep Blue?
How did companies like Twitter, Facebook, and Netflix leverage AI starting around 2006?
How did companies like Twitter, Facebook, and Netflix leverage AI starting around 2006?
What was the primary advancement demonstrated by Google researchers in 2012 regarding neural networks?
What was the primary advancement demonstrated by Google researchers in 2012 regarding neural networks?
What ethical concern prompted Elon Musk, Stephen Hawking, Steve Wozniak, and over 3,000 others to sign an open letter in 2015?
What ethical concern prompted Elon Musk, Stephen Hawking, Steve Wozniak, and over 3,000 others to sign an open letter in 2015?
What unique capability did Facebook's AI chatbots demonstrate in 2017 during a negotiation experiment?
What unique capability did Facebook's AI chatbots demonstrate in 2017 during a negotiation experiment?
What was the significance of OpenAI's GPT-3, released in beta testing in 2020?
What was the significance of OpenAI's GPT-3, released in beta testing in 2020?
What advancement did OpenAI's DALL-E demonstrate in 2021, bringing AI closer to understanding the visual world?
What advancement did OpenAI's DALL-E demonstrate in 2021, bringing AI closer to understanding the visual world?
Flashcards
What is Artificial Intelligence (AI)?
What is Artificial Intelligence (AI)?
A field of computer science focused on creating systems that mimic human intelligence and problem-solving.
What are Automatons?
What are Automatons?
Mechanical figures that move independently, dating back to ancient times.
What is 'Rossum’s Universal Robots'?
What is 'Rossum’s Universal Robots'?
A science fiction play that introduced the term 'robot' into popular culture.
Who is Gakutensoku?
Who is Gakutensoku?
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What is the Turing Test?
What is the Turing Test?
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What was Samuel's Checkers Program?
What was Samuel's Checkers Program?
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Who is John McCarthy?
Who is John McCarthy?
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What is LISP?
What is LISP?
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Who is Arthur Samuel?
Who is Arthur Samuel?
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What is Unimate?
What is Unimate?
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What is an Expert System?
What is an Expert System?
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Who is ELIZA?
Who is ELIZA?
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Who is Alexey Ivakhnenko?
Who is Alexey Ivakhnenko?
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What is The Stanford Cart?
What is The Stanford Cart?
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What is an AI Winter?
What is an AI Winter?
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What is Jabberwacky?
What is Jabberwacky?
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What is Deep Blue?
What is Deep Blue?
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Who is Kismet?
Who is Kismet?
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Who is Watson?
Who is Watson?
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Who is Siri?
Who is Siri?
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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 Čapek'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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