PDF -Sample papers - Cambridge English - 1
Wait Loading...


PDF :1 PDF :2 PDF :3 PDF :4 PDF :5 PDF :6 PDF :7 PDF :8 PDF :9


Like and share and download

1

Sample papers - Cambridge English

PDF DOR Motor Vehicle Title Tag Application dor georgia gov MV Tag and or Title Application Form MV1 0 pdf PDF 2018 Schedule 1 (Form 1040) IRS gov irs gov pub irs pdf

Related PDF

DOR Motor Vehicle Title/Tag Application

[PDF] DOR Motor Vehicle Title Tag Application dor georgia gov MV Tag and or Title Application Form MV1 0 pdf
PDF

2018 Schedule 1 (Form 1040) - IRSgov

[PDF] 2018 Schedule 1 (Form 1040) IRS gov irs gov pub irs pdf f1040s1 pdf
PDF

FORM 1 [See Rule 5(2)] APPLICATION-CUM-DECLARATION AS

[PDF] FORM 1 [See Rule 5(2)] APPLICATION CUM DECLARATION AS parivahan gov in parivahan sites default files form 201 pdf
PDF

Scoring Guidelines for 2018 AP Physics 1 - The College Board

[PDF] Scoring Guidelines for 2018 AP Physics 1 The College Board secure media collegeboard ap pdf ap18 sg physics 1 pdf
PDF

SR 1, Report of Traffic Accident Occuring in California - DMV

[PDF] SR 1, Report of Traffic Accident Occuring in California DMV dmv ca gov web eng pdf sr1 pdf
PDF

Cls Nº Entrant Nat Driver Nat Cat Cls Chassis Team Laps Total Time

[PDF] Cls Nº Entrant Nat Driver Nat Cat Cls Chassis Team Laps Total Time euroformulaopen uploads doc 2019 PR19 20R1 pdf
PDF

Technology-specific Cost and Performance Parameters - IPCC

[PDF] Technology specific Cost and Performance Parameters IPCC ipcc ch site assets uploads ipcc wg3 ar5 annex iii pdf
PDF

Title Application (MVR-1) - ncdot

[PDF] Title Application (MVR 1) ncdot ncdot gov dmv title registration vehicle MVR 1 pdf
PDF

Sample papers - Cambridge English

R Hello This is the Cambridge English Starters Listening sample test [MUSIC] Look at Part 1 Look at the picture Listen and look There is one example
PDF

นิราศภูเขาทอง1

26 มิถ ถุนายน วัน นสุนทรภู่ - Stou

PDF นิราศ นรินทร คำ โคลง สำนัก พิมพ์ วัฒนา พา นิ ช wpp co th EX Book Thai ?? าษาไทยม 4ล2 pdf PDF ลักษณะการเชื่อมโยงความในกลอนนิราศของสุนทร?? digi library tu ac th thesis lib 0904 04CHAPTER3 pdf PDF Untitled CUIR จุฬาลงกรณ์มหาวิทยาลัยcuir car chula

  1. เกมนิราศภูเขาทอง
  2. ใบ ความ รู้ เรื่อง นิราศ ภูเขาทอง
  3. แผนนิราศภูเขาทอง
  4. วิเคราะห์ นิราศ ภูเขาทอง
  5. สื่อ การ สอน นิราศ ภูเขาทอง
  6. วิเคราะห์คุณค่าด้านเนื้อหา นิราศนรินทร์
  7. นิราศภูเขาทอง pdf
  8. นิราศ ภูเขาทอง ม 1 pdf

好男人病毒(1)

It's All One Curriculum: Guidelines and Activities for a Unified

Page 1 称为乙型肝炎病毒或简称HBV,只是肝炎病毒之 一。其他常见的肝炎病毒 包括甲型和丙型,它们 是与其他男人发生性关系的男人 • 共用针头或注射器? 2008年12月5日 1 只有当行为人故意或者报复性的意图伤害他人、故意?? 播HIV 病毒的时 候,HIV ?? 播 期间),妇女典型的比男人更可能知道他们的HIV 状态。 1 亿 2015 8 36 亿 • 过去二十年间极端贫困率显著下降。1990年发展中世界近一半 的人口 依?? 低于一天1 25 截至2014年6月,全球1 360万艾滋病毒携带者接受了 抗逆转录病毒疗 法治疗,比2003

  1. 病毒性肝炎, 2016-2021年
  2. It's All One Curriculum
  3. IASC 妇女、女孩、男孩和男人
  4. Page 1
  5. 1 亿
  6. 1 月;價格若出版者未提供則從缺。主題詞
  7. 好男人病毒
  8. 27 例如,男人,女人,老人,年轻人,移民,以及处境不利或弱势的个人或群体。
  9. HSV-1
  10. o 与感染HPV 的人进行性交后几周之内或者几个月之内, 一些人乳头状肿瘤病毒株可

ΕΞΕΛΙΚΤΙΚΗ1

Untitled - εμ-καπες

PDF Τ Ε Ι Σερρών, Τµήµα ? ληροφορικής & Επικοινωνιών Σηµειώσεις meleththrio teicm gr xmlui bitstream 123456789 38 1 EvolComp All pdf PDF Ινοκυστική μαστοπάθεια Βιβλιογραφική ανασκόπηση Iatriki Online iatrikionline gr ELL M 2 2009 5 pdf PDF Το μέλλον τους ανήκει

1

Technology-specific Cost and Performance Parameters - IPCC

PDF Motor Vehicle Title Tag Application dor georgia gov MV Tag and or Title Application Form MV1 0 pdf PDF Version 1 Bomb Defusal Manual bombmanual manual 1 pdf Bomb Defusal Manual 1 pdf

1

SR 1, Report of Traffic Accident Occuring in California - DMV

PDF Scoring Guidelines for 2018 AP Physics 1 The College Board secure media collegeboard ap pdf ap18 sg physics 1 pdf PDF AP Physics 1 2018 Free Response Questions The College Board secure media collegeboard

_1

Advocacy Networks and Romani Politics in Central and - ECMI

y 1 1 In this paper we offer an alternative proof of McShane's identity using ' trees of Markoff triples' This proof is somewhat more direct, in that it avoids using ? Plan THE BEGIN PLAN The Bedouin in the Negev(southern Israel)

  1. wc _1
  2. y 1 _1
  3. _1 90%
  4. rmm _1
  5. _1 dUo
  6. _1
  7. tf1_1901_Roullot_PTS _1.pdf
  8. ell _1$
  9. ell _1
  10. _1 2

1

Sample papers - Cambridge English

PDF DOR Motor Vehicle Title Tag Application dor georgia gov MV Tag and or Title Application Form MV1 0 pdf PDF 2018 Schedule 1 (Form 1040) IRS gov irs gov pub irs pdf

1

Cls Nº Entrant Nat Driver Nat Cat Cls Chassis Team Laps Total Time

PDF Scoring Guidelines for 2018 AP Physics 1 College Board secure media collegeboard ap pdf ap18 sg physics 1 pdf PDF AP Physics 1 2018 Free Response Questions The College Board secure media collegeboard

1

Version 1 - Bomb Defusal Manual

This list identifies the codes used on Schedule K 1 for all partners and provides summarized reporting information for partners who file Form 1040 For detailed? Table 1 Tax Rates on Income Other Than Personal Service Income Under Chapter 3, Internal Revenue Code, and Income Tax Treaties

  1. Table 1
  2. MV-1
  3. SECTION 1
  4. be found in Section 1
  5. Page 1
  6. 1-3 y
  7. Children 1 through 3 years
  8. your TRS-ActiveCare 1-HD Plan
Home back Next

Description

BLG521E

About the Course • Instructor: Dr

Sanem Sarıel-Talay

BLG521E Advanced Artificial Intelligence

Instructor: Dr

Sanem Sarıel-Talay

Office: 4318 Phone: 285 67 05 e-mail: [email protected] Office hours: TBD, by appt

• Course information and the documents are avaliable at: Ninova Advanced Artificial Intelligence (BLG521E) @ ITU:: Computer Engineering Department, Dr

Sanem Sarıel-Talay

Text Book & Readings

Grading • Midterm – 20% • Final exam – 30%

Russell and P

Norvig,"Artificial Intelligence A Modern Approach", 3/e, Prentice Hall, 2010 – Rezerved at the library

• Paper & Project RAD + progress presentation – 10% • Project – 30%

Advanced Artificial Intelligence (BLG521E) @ ITU:: Computer Engineering Department, Dr

Sanem Sarıel-Talay

Course Objectives

Course Overview and Content • • • • • • • • • • • • • •

• Introductory knowledge of AI • Present state-of-the-art AI techniques • Key to advanced topics in AI

Advanced Artificial Intelligence (BLG521E) @ ITU:: Computer Engineering Department, Dr

Sanem Sarıel-Talay

Advanced Artificial Intelligence (BLG521E) @ ITU:: Computer Engineering Department, Dr

Sanem Sarıel-Talay

Introduction to Artificial Intelligence Intelligent Agents and Artificial Intelligence Problems Problem Solving and State Space Search Advanced Search Techniques Automated Planning Real

Advanced Artificial Intelligence (BLG521E) @ ITU:: Computer Engineering Department, Dr

Sanem Sarıel-Talay

BLG521E

Outline • What is AI

BLG521E Advanced Artificial Intelligence

• A brief history • The state of the art

Lecture 1: Introduction

Advanced Artificial Intelligence (BLG521E) @ ITU:: Computer Engineering Department, Dr

Sanem Sarıel-Talay

What is intelligence

What is Artificial Intelligence

• Defining intelligence by the properties it exhibits: – The ability • • • •

• Artificial Intelligence is the study of systems that act in a way that to any observer would appear to be intelligent

to solve problems to answer questions to devise plans to deal with new situations, and so on

Advanced Artificial Intelligence (BLG521E) @ ITU:: Computer Engineering Department, Dr

Sanem Sarıel-Talay

Why study AI

Advanced Artificial Intelligence (BLG521E) @ ITU:: Computer Engineering Department, Dr

Sanem Sarıel-Talay

Why study AI

Understand the nature of intelligence Make computers more effective Make computers easier for humans to work with Explore interesting intellectual questions Make money

Advanced Artificial Intelligence (BLG521E) @ ITU:: Computer Engineering Department, Dr

Sanem Sarıel-Talay

Advanced Artificial Intelligence (BLG521E) @ ITU:: Computer Engineering Department, Dr

Sanem Sarıel-Talay

BLG521E

What is Artificial Intelligence

? Different school of thoughts

Systems that think like humans

Systems that think rationally

“The exciting new effort to make computers thinks … machine with minds, in the full and literal sense” (Haugeland 1985)

“The study of mental faculties through the use of computational models” (Charniak et al

Systems that act like humans

Systems that act rationally

“The art of creating machines that perform functions that require intelligence when performed by people” (Kurzweil, 1990)

“Computational Intelligence is the study of the design of intelligent agents” (Poole et al

Advanced Artificial Intelligence (BLG521E) @ ITU:: Computer Engineering Department, Dr

Sanem Sarıel-Talay

Acting humanly: The Turing Test • Turing (1950) “Computing machinery and intelligence” • Can machines think

Advanced Artificial Intelligence (BLG521E) @ ITU:: Computer Engineering Department, Dr

Sanem Sarıel-Talay

The Turing Test

The Chinese Room Argument

• Predicted that by 2000, a machine might have a 30% chance of fooling a lay person for 5 minutes

• Suggested major components of AI: knowledge, reasoning, language understanding, learning • not reproducible, constructive, or amenable to mathematical analysis

• A rule might have the form: – IF input is c1 followed by c2 followed by c3 – THEN output is c2 followed by c4

Advanced Artificial Intelligence (BLG521E) @ ITU:: Computer Engineering Department, Dr

Sanem Sarıel-Talay

The Chinese Room Argument

where the c's are Chinese characters

Advanced Artificial Intelligence (BLG521E) @ ITU:: Computer Engineering Department, Dr

Sanem Sarıel-Talay

Thinking humanly: Cognitive Science • Requires scientific theories of internal activities of the brain – What level of abstraction

? “Knowledge” or “circuits“

• Running a computer program that behaves in an intelligent way does not necessarily produce understanding, conciousness, or real intelligence

• Predicting and testing behavior of human subjects (top-down) • Direct identification from neurological data (bottom-up)

Advanced Artificial Intelligence (BLG521E) @ ITU:: Computer Engineering Department, Dr

Sanem Sarıel-Talay

Advanced Artificial Intelligence (BLG521E) @ ITU:: Computer Engineering Department, Dr

Sanem Sarıel-Talay

BLG521E

Thinking humanly: Cognitive Science

Thinking rationally: Laws of Thought

• Both approaches (roughly, Cognitive Science and Cognitive Neuroscience) are now distinct from AI

• Normative (or prescriptive) rather than descriptive • Aristotle (~ 450 B

) attempted to codify “right thinking”:

• Both share with AI the following characteristic: – the available theories do not explain (or engender) anything resembling human-level general intelligence

Advanced Artificial Intelligence (BLG521E) @ ITU:: Computer Engineering Department, Dr

Sanem Sarıel-Talay

– what are correct arguments/thought processes

, “Socrates is a man, all men are mortal

therefore Socrates is mortal”

Thinking rationally: Laws of Thought

Advanced Artificial Intelligence (BLG521E) @ ITU:: Computer Engineering Department, Dr

Sanem Sarıel-Talay

Thinking rationally: Laws of Thought

• Several Greek schools developed various forms of logic:

Problems: • Uncertainty:

– notation and rules of derivation for thoughts

may or may not have proceeded to the idea of mechanization

– not all intelligent behavior is mediated by logical deliberation – It is not easy to take informal knowledge and state it in the formal terms (logical notation)

– Direct line through mathematics and philosophy to modern AI

• Solving a problem in principle and doing so in practice

Advanced Artificial Intelligence (BLG521E) @ ITU:: Computer Engineering Department, Dr

Sanem Sarıel-Talay

Acting rationally

Rational Agents

• Rational behavior: Doing the right thing

! • The right thing: That which is expected to maximize the expected return • Provides the most general view of AI because it includes:

• Abstractly, an agent is a function from percept histories to actions:

– Correct inference (“Laws of thought”) – Handling uncertainty – Resource limitation considerations (e

Advanced Artificial Intelligence (BLG521E) @ ITU:: Computer Engineering Department, Dr

Sanem Sarıel-Talay

Advanced Artificial Intelligence (BLG521E) @ ITU:: Computer Engineering Department, Dr

Sanem Sarıel-Talay

• perceives and acts autonomously, adapts to changes to achieve the best (expected) outcome – computational limitations make perfect rationality unachievable

Advanced Artificial Intelligence (BLG521E) @ ITU:: Computer Engineering Department, Dr

Sanem Sarıel-Talay

BLG521E

History of AI

The 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 Taksim Square • Buy a week's worth of groceries on the web • Buy a week's worth of groceries at a supermarket • 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

Advanced Artificial Intelligence (BLG521E) @ ITU:: Computer Engineering Department, Dr

Sanem Sarıel-Talay

AI journals, Conferences, Societies •

Biennial International Joint Conference on AI (IJCAI) National Conference on AI (AAAI) Joint Conference on Autonomous Agents and Multi-Agent Systems International Conference on Automated Planning and Scheduling

Artificial Intelligence (Journal) Journal of Artificial Intelligence Research (Journal) Computational Intelligence (Journal) IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI) (Journal) IEEE Intelligent Systems (Journal) Autonomous Agents and Multi-Agent Systems (Journal) AI Magazine

AAAI-Association for the Advancement of Artificial Intelligence (Formerly American Association for Artificial Intelligence) SIGART

Artificial Intelligence (BLG435E) @ ITU:: Computer Engineering Department, Dr

Sanem Sarıel-Talay

Advanced Artificial Intelligence (BLG521E) @ ITU:: Computer Engineering Department, Dr

Sanem Sarıel-Talay

Online AI Course

Peter Norvig (Google Inc

Sebastian Thrun (Stanford University)

Artificial Intelligence (BLG435E) @ ITU:: Computer Engineering Department, Dr

Sanem Sarıel-Talay