This chapter provides an overview of artificial intelligence, including a brief history and the current state of the art. It discusses different definitions of AI, such as systems that think or act like humans versus those that think or act rationally. The chapter also covers approaches to AI like the Turing test, cognitive science, logic-based systems, and rational agents. It concludes with a discussion of what tasks current AI can perform, such as playing games, and what remains challenging, like advanced language translation.
Quizit - The 'Maths & IT Quiz' Grand FinaleSomnath Chanda
Organised as part of Convergence to celebrate the 25th Anniversary of Sushila Birla Girls' School, Kolkata. Meant for the students of Class - XI & XII, the event was won by DPS, Megacity.
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This is a session originally written for students at Bradley University (Peoria, IL).
It covers a very high level introduction to the concepts behind Game AI, and includes some examples of how we can begin to make characters in a game world perform actions and appear to be making intelligent decisions.
Library Users of the Future... Or, projecting outward from that fringe of res...James Baker
Deck for a talk I gave at the Anybook Oxford Libraries Conference, Oxford University, 24 June 2015.
Notes at https://gist.github.com/drjwbaker/6c5011d595cabfa70e97
A talk delivered by James Baker at the Anybook Oxford Libraries Conference 2015 - Adapting for the Future: Developing Our Professions and Services, 21st July 2015.
CASL - 2015 - Thinking is a Superpower!Paige Jaeger
Featured Speaker slidedeck. This does not convey the full message that was explained for all these pictures, of course. However, you may glean insights from these slides. My pleasure to meet you all! Thanks for the invite!
Quizit - The 'Maths & IT Quiz' Grand FinaleSomnath Chanda
Organised as part of Convergence to celebrate the 25th Anniversary of Sushila Birla Girls' School, Kolkata. Meant for the students of Class - XI & XII, the event was won by DPS, Megacity.
Game AI 101 - NPCs and Agents and Algorithms... Oh My!Luke Dicken
This is a session originally written for students at Bradley University (Peoria, IL).
It covers a very high level introduction to the concepts behind Game AI, and includes some examples of how we can begin to make characters in a game world perform actions and appear to be making intelligent decisions.
Library Users of the Future... Or, projecting outward from that fringe of res...James Baker
Deck for a talk I gave at the Anybook Oxford Libraries Conference, Oxford University, 24 June 2015.
Notes at https://gist.github.com/drjwbaker/6c5011d595cabfa70e97
A talk delivered by James Baker at the Anybook Oxford Libraries Conference 2015 - Adapting for the Future: Developing Our Professions and Services, 21st July 2015.
CASL - 2015 - Thinking is a Superpower!Paige Jaeger
Featured Speaker slidedeck. This does not convey the full message that was explained for all these pictures, of course. However, you may glean insights from these slides. My pleasure to meet you all! Thanks for the invite!
By popular demand, I am sharing the deck from a rather grand conference FFWD held in Zagreb on June 11th. Blurb ensues:
"Society is shifting from a pyramidal structure towards something much more like an eco-system with new relationships between actors. In these uncertain times the role of digital professionals is of providing or smuggling vision and guidance."
OK, don't be shy, tell me what you think.
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APNIC Foundation, presented by Ellisha Heppner at the PNG DNS Forum 2024APNIC
Ellisha Heppner, Grant Management Lead, presented an update on APNIC Foundation to the PNG DNS Forum held from 6 to 10 May, 2024 in Port Moresby, Papua New Guinea.
Italy Agriculture Equipment Market Outlook to 2027harveenkaur52
Agriculture and Animal Care
Ken Research has an expertise in Agriculture and Animal Care sector and offer vast collection of information related to all major aspects such as Agriculture equipment, Crop Protection, Seed, Agriculture Chemical, Fertilizers, Protected Cultivators, Palm Oil, Hybrid Seed, Animal Feed additives and many more.
Our continuous study and findings in agriculture sector provide better insights to companies dealing with related product and services, government and agriculture associations, researchers and students to well understand the present and expected scenario.
Our Animal care category provides solutions on Animal Healthcare and related products and services, including, animal feed additives, vaccination
Understanding User Behavior with Google Analytics.pdfSEO Article Boost
Unlocking the full potential of Google Analytics is crucial for understanding and optimizing your website’s performance. This guide dives deep into the essential aspects of Google Analytics, from analyzing traffic sources to understanding user demographics and tracking user engagement.
Traffic Sources Analysis:
Discover where your website traffic originates. By examining the Acquisition section, you can identify whether visitors come from organic search, paid campaigns, direct visits, social media, or referral links. This knowledge helps in refining marketing strategies and optimizing resource allocation.
User Demographics Insights:
Gain a comprehensive view of your audience by exploring demographic data in the Audience section. Understand age, gender, and interests to tailor your marketing strategies effectively. Leverage this information to create personalized content and improve user engagement and conversion rates.
Tracking User Engagement:
Learn how to measure user interaction with your site through key metrics like bounce rate, average session duration, and pages per session. Enhance user experience by analyzing engagement metrics and implementing strategies to keep visitors engaged.
Conversion Rate Optimization:
Understand the importance of conversion rates and how to track them using Google Analytics. Set up Goals, analyze conversion funnels, segment your audience, and employ A/B testing to optimize your website for higher conversions. Utilize ecommerce tracking and multi-channel funnels for a detailed view of your sales performance and marketing channel contributions.
Custom Reports and Dashboards:
Create custom reports and dashboards to visualize and interpret data relevant to your business goals. Use advanced filters, segments, and visualization options to gain deeper insights. Incorporate custom dimensions and metrics for tailored data analysis. Integrate external data sources to enrich your analytics and make well-informed decisions.
This guide is designed to help you harness the power of Google Analytics for making data-driven decisions that enhance website performance and achieve your digital marketing objectives. Whether you are looking to improve SEO, refine your social media strategy, or boost conversion rates, understanding and utilizing Google Analytics is essential for your success.
1.Wireless Communication System_Wireless communication is a broad term that i...JeyaPerumal1
Wireless communication involves the transmission of information over a distance without the help of wires, cables or any other forms of electrical conductors.
Wireless communication is a broad term that incorporates all procedures and forms of connecting and communicating between two or more devices using a wireless signal through wireless communication technologies and devices.
Features of Wireless Communication
The evolution of wireless technology has brought many advancements with its effective features.
The transmitted distance can be anywhere between a few meters (for example, a television's remote control) and thousands of kilometers (for example, radio communication).
Wireless communication can be used for cellular telephony, wireless access to the internet, wireless home networking, and so on.
Meet up Milano 14 _ Axpo Italia_ Migration from Mule3 (On-prem) to.pdfFlorence Consulting
Quattordicesimo Meetup di Milano, tenutosi a Milano il 23 Maggio 2024 dalle ore 17:00 alle ore 18:30 in presenza e da remoto.
Abbiamo parlato di come Axpo Italia S.p.A. ha ridotto il technical debt migrando le proprie APIs da Mule 3.9 a Mule 4.4 passando anche da on-premises a CloudHub 1.0.
2. Outline
♦ What is AI?
♦ A brief history
♦ The state of the art
Chapter 1 2
3. What is AI?
Systems that think like humans Systems that think rationally
Systems that act like humans Systems that act rationally
Chapter 1 3
4. Acting humanly: The Turing test
Turing (1950) “Computing machinery and intelligence”:
♦ “Can machines think?” −→ “Can machines behave intelligently?”
♦ Operational test for intelligent behavior: the Imitation Game
AI SYSTEM
HUMAN
?
HUMAN
INTERROGATOR
♦ Predicted that by 2000, a machine might have a 30% chance of
fooling a lay person for 5 minutes
♦ Anticipated all major arguments against AI in following 50 years
♦ Suggested major components of AI: knowledge, reasoning, language
understanding, learning
Problem: Turing test is not reproducible, constructive, or
amenable to mathematical analysis
Chapter 1 4
5. Thinking humanly: Cognitive Science
1960s “cognitive revolution”: information-processing psychology replaced
prevailing orthodoxy of behaviorism
Requires scientific theories of internal activities of the brain
– What level of abstraction? “Knowledge” or “circuits”?
– How to validate? Requires
1) Predicting and testing behavior of human subjects (top-down)
or 2) Direct identification from neurological data (bottom-up)
Both approaches (roughly, Cognitive Science and Cognitive Neuroscience)
are now distinct from AI
Both share with AI the following characteristic:
the available theories do not explain (or engender)
anything resembling human-level general intelligence
Hence, all three fields share one principal direction!
Chapter 1 5
6. Thinking rationally: Laws of Thought
Normative (or prescriptive) rather than descriptive
Aristotle: what are correct arguments/thought processes?
Several Greek schools developed various forms of logic:
notation and rules of derivation for thoughts;
may or may not have proceeded to the idea of mechanization
Direct line through mathematics and philosophy to modern AI
Problems:
1) Not all intelligent behavior is mediated by logical deliberation
2) What is the purpose of thinking? What thoughts should I have
out of all the thoughts (logical or otherwise) that I could have?
Chapter 1 6
7. Acting rationally
Rational behavior: doing the right thing
The right thing: that which is expected to maximize goal achievement,
given the available information
Doesn’t necessarily involve thinking—e.g., blinking reflex—but
thinking should be in the service of rational action
Aristotle (Nicomachean Ethics):
Every art and every inquiry, and similarly every
action and pursuit, is thought to aim at some good
Chapter 1 7
8. Rational agents
An agent is an entity that perceives and acts
This course is about designing rational agents
Abstractly, an agent is a function from percept histories to actions:
f : P∗
→ A
For any given class of environments and tasks, we seek the
agent (or class of agents) with the best performance
Caveat: computational limitations make
perfect rationality unachievable
→ design best program for given machine resources
Chapter 1 8
9. AI prehistory
Philosophy logic, methods of reasoning
mind as physical system
foundations of learning, language, rationality
Mathematics formal representation and proof
algorithms, computation, (un)decidability, (in)tractability
probability
Psychology adaptation
phenomena of perception and motor control
experimental techniques (psychophysics, etc.)
Economics formal theory of rational decisions
Linguistics knowledge representation
grammar
Neuroscience plastic physical substrate for mental activity
Control theory homeostatic systems, stability
simple optimal agent designs
Chapter 1 9
10. Potted history of AI
1943 McCulloch & Pitts: Boolean circuit model of brain
1950 Turing’s “Computing Machinery and Intelligence”
1952–69 Look, Ma, no hands!
1950s Early AI programs, including Samuel’s checkers program,
Newell & Simon’s Logic Theorist, Gelernter’s Geometry Engine
1956 Dartmouth meeting: “Artificial Intelligence” adopted
1965 Robinson’s complete algorithm for logical reasoning
1966–74 AI discovers computational complexity
Neural network research almost disappears
1969–79 Early development of knowledge-based systems
1980–88 Expert systems industry booms
1988–93 Expert systems industry busts: “AI Winter”
1985–95 Neural networks return to popularity
1988– Resurgence of probability; general increase in technical depth
“Nouvelle AI”: ALife, GAs, soft computing
1995– Agents, agents, everywhere . . .
2003– Human-level AI back on the agenda
Chapter 1 10
11. State of the art
Which of the following can be done at present?
♦ Play a decent game of table tennis
Chapter 1 11
12. State of the art
Which of the following can be done at present?
♦ Play a decent game of table tennis
♦ Drive safely along a curving mountain road
Chapter 1 12
13. State of the art
Which of the following can be done at present?
♦ Play a decent game of table tennis
♦ Drive safely along a curving mountain road
♦ Drive safely along Telegraph Avenue
Chapter 1 13
14. State of the art
Which of the following can be done at present?
♦ Play a decent game of table tennis
♦ Drive safely along a curving mountain road
♦ Drive safely along Telegraph Avenue
♦ Buy a week’s worth of groceries on the web
Chapter 1 14
15. State of the art
Which of the following can be done at present?
♦ Play a decent game of table tennis
♦ Drive safely along a curving mountain road
♦ Drive safely along Telegraph Avenue
♦ Buy a week’s worth of groceries on the web
♦ Buy a week’s worth of groceries at Berkeley Bowl
Chapter 1 15
16. State of the art
Which of the following can be done at present?
♦ Play a decent game of table tennis
♦ Drive safely along a curving mountain road
♦ Drive safely along Telegraph Avenue
♦ Buy a week’s worth of groceries on the web
♦ Buy a week’s worth of groceries at Berkeley Bowl
♦ Play a decent game of bridge
Chapter 1 16
17. State of the art
Which of the following can be done at present?
♦ Play a decent game of table tennis
♦ Drive safely along a curving mountain road
♦ Drive safely along Telegraph Avenue
♦ Buy a week’s worth of groceries on the web
♦ Buy a week’s worth of groceries at Berkeley Bowl
♦ Play a decent game of bridge
♦ Discover and prove a new mathematical theorem
Chapter 1 17
18. State of the art
Which of the following can be done at present?
♦ Play a decent game of table tennis
♦ Drive safely along a curving mountain road
♦ Drive safely along Telegraph Avenue
♦ Buy a week’s worth of groceries on the web
♦ Buy a week’s worth of groceries at Berkeley Bowl
♦ Play a decent game of bridge
♦ Discover and prove a new mathematical theorem
♦ Design and execute a research program in molecular biology
Chapter 1 18
19. State of the art
Which of the following can be done at present?
♦ Play a decent game of table tennis
♦ Drive safely along a curving mountain road
♦ Drive safely along Telegraph Avenue
♦ Buy a week’s worth of groceries on the web
♦ Buy a week’s worth of groceries at Berkeley Bowl
♦ Play a decent game of bridge
♦ Discover and prove a new mathematical theorem
♦ Design and execute a research program in molecular biology
♦ Write an intentionally funny story
Chapter 1 19
20. State of the art
Which of the following can be done at present?
♦ Play a decent game of table tennis
♦ Drive safely along a curving mountain road
♦ Drive safely along Telegraph Avenue
♦ Buy a week’s worth of groceries on the web
♦ Buy a week’s worth of groceries at Berkeley Bowl
♦ Play a decent game of bridge
♦ Discover and prove a new mathematical theorem
♦ Design and execute a research program in molecular biology
♦ Write an intentionally funny story
♦ Give competent legal advice in a specialized area of law
Chapter 1 20
21. State of the art
Which of the following can be done at present?
♦ Play a decent game of table tennis
♦ Drive safely along a curving mountain road
♦ Drive safely along Telegraph Avenue
♦ Buy a week’s worth of groceries on the web
♦ Buy a week’s worth of groceries at Berkeley Bowl
♦ Play a decent game of bridge
♦ Discover and prove a new mathematical theorem
♦ Design and execute a research program in molecular biology
♦ Write an intentionally funny story
♦ Give competent legal advice in a specialized area of law
♦ Translate spoken English into spoken Swedish in real time
Chapter 1 21
22. State of the art
Which of the following can be done at present?
♦ Play a decent game of table tennis
♦ Drive safely along a curving mountain road
♦ Drive safely along Telegraph Avenue
♦ Buy a week’s worth of groceries on the web
♦ Buy a week’s worth of groceries at Berkeley Bowl
♦ Play a decent game of bridge
♦ Discover and prove a new mathematical theorem
♦ Design and execute a research program in molecular biology
♦ Write an intentionally funny story
♦ Give competent legal advice in a specialized area of law
♦ Translate spoken English into spoken Swedish in real time
♦ Converse successfully with another person for an hour
Chapter 1 22
23. State of the art
Which of the following can be done at present?
♦ Play a decent game of table tennis
♦ Drive safely along a curving mountain road
♦ Drive safely along Telegraph Avenue
♦ Buy a week’s worth of groceries on the web
♦ Buy a week’s worth of groceries at Berkeley Bowl
♦ Play a decent game of bridge
♦ Discover and prove a new mathematical theorem
♦ Design and execute a research program in molecular biology
♦ Write an intentionally funny story
♦ Give competent legal advice in a specialized area of law
♦ Translate spoken English into spoken Swedish in real time
♦ Converse successfully with another person for an hour
♦ Perform a complex surgical operation
Chapter 1 23
24. State of the art
Which of the following can be done at present?
♦ Play a decent game of table tennis
♦ Drive safely along a curving mountain road
♦ Drive safely along Telegraph Avenue
♦ Buy a week’s worth of groceries on the web
♦ Buy a week’s worth of groceries at Berkeley Bowl
♦ Play a decent game of bridge
♦ Discover and prove a new mathematical theorem
♦ Design and execute a research program in molecular biology
♦ Write an intentionally funny story
♦ Give competent legal advice in a specialized area of law
♦ Translate spoken English into spoken Swedish in real time
♦ Converse successfully with another person for an hour
♦ Perform a complex surgical operation
♦ Unload any dishwasher and put everything away
Chapter 1 24
25. State of the art
Which of the following can be done at present?
♦ Play a decent game of table tennis
♦ Drive safely along a curving mountain road
♦ Drive safely along Telegraph Avenue
♦ Buy a week’s worth of groceries on the web
♦ Buy a week’s worth of groceries at Berkeley Bowl
♦ Play a decent game of bridge
♦ Discover and prove a new mathematical theorem
♦ Design and execute a research program in molecular biology
♦ Write an intentionally funny story
♦ Give competent legal advice in a specialized area of law
♦ Translate spoken English into spoken Swedish in real time
♦ Converse successfully with another person for an hour
♦ Perform a complex surgical operation
♦ Unload any dishwasher and put everything away
Chapter 1 25
26. Unintentionally funny stories
One day Joe Bear was hungry. He asked his friend Irving Bird where some
honey was. Irving told him there was a beehive in the oak tree. Joe threat-
ened to hit Irving if he didn’t tell him where some honey was. The End.
Henry Squirrel was thirsty. He walked over to the river bank where his good
friend Bill Bird was sitting. Henry slipped and fell in the river. Gravity
drowned. The End.
Once upon a time there was a dishonest fox and a vain crow. One day the
crow was sitting in his tree, holding a piece of cheese in his mouth. He
noticed that he was holding the piece of cheese. He became hungry, and
swallowed the cheese. The fox walked over to the crow. The End.
Chapter 1 26
27. Unintentionally funny stories
Joe Bear was hungry. He asked Irving Bird where some honey was. Irving
refused to tell him, so Joe offered to bring him a worm if he’d tell him where
some honey was. Irving agreed. But Joe didn’t know where any worms were,
so he asked Irving, who refused to say. So Joe offered to bring him a worm if
he’d tell him where a worm was. Irving agreed. But Joe didn’t know where
any worms were, so he asked Irving, who refused to say. So Joe offered to
bring him a worm if he’d tell him where a worm was . . .
Chapter 1 27