Inteligentni sistemi and robotika

POSLOVNA INTELIGENCA, INTELIGENTNI SISTEMI IN AGENTI, KOGNITIVNE ZNANOSTI

BUSINESS INTELLIGENCE, INTELLIGENT SYSTEMS AND AGENTS, COGNITIVE SCIENCES

Prof. dr. Matjaz Gams

Izpiti / Exams

IZPIT: Individualno pri predavatelju po dogovoru preko e-poste, po moznosti vsaj po dva naenkrat.  Za izpit bo seminarska + kratek pogovor (zagovor seminarske, osnove predmeta). Poleg seminarske (10 strani) tudi objava referata vsaj na domaci konferenci. Objava v reviji nadomesti oboje.   Ucni programi: Kognitivne znanosti, Inteligentni sistemi in agenti, Poslovna inteligenca.

EXAM: When ready, send an email. If possible at least 2 students at one exam. Short theory about basics, seminar work (10 pages) and a paper at the international conference. Or a paper in a journal instead of both.   Course syllabus: Cognitive sciences, Intelligent systems and agents, Business intelligence.

Predavanja 2015-2016 / Lectures 2015-2016

Business intelligence / Poslovna inteligenca

3.12.2015, 13:00-17:00, Soba predavatelja

• Wikipedia Business intelligence / Poslovna inteligenca
  
• Introduction to intelligence / Uvod v inteligenco
• Motivacija, poslovanje, BI / Motivation, business, BI
  
• BI / poslovna inteligenca
  
• BI 2 / poslovna inteligenca 2
  
• BI 3 / poslovna inteligenca 3
  
• BI analytics / poslovna analitika
  
• BI course Zurich / predmet Zurich
  
• BI lecture Zurich / predavanje Zurich .ppt
  
• BI and DM / BI in DM .ppt
  
• BI and DM 2 / BI in DM 2 .ppt
  
  
• Information society / Informacijska druzba
• Business and AI applications / Poslovne in AI aplikacije
  
• Introduction to AI / Uvod v AI
• Vedrana Vidulin: PhD
  
  
• Modern leadership / moderno vodenje
  
• BI analysis - Google web page / Primer analize BI - Google, internetna stran
• Big data / veliki podatki
  
• Selling companies / Razprodaja podjetij
• Pension reform / Pokojninska reforma
  
  

Intelligent systems and agents / Inteligentni sistemi in agenti

3.12.2015, 13:00-17:00, Soba predavatelja

Intellligence, inf. society, intelligent systems / Inteligenca, inf. družba, inteligentni sistemi

• Introduction to intelligence / Uvod v inteligenco
• Information siciety / Informacijska druzba
• Information society laws, zakoni inf. druzbe
• Motivation, int. systems / Motivacija, int. sistemi
  
• Introduction to AI / Uvod v AI, AI Applications / AI aplikacije, Several Courses / Zanimiva predavanja
• Intelligent Systems and AI / Inteligentni sistemi in AI, Intelligent systems - Engineering / Inteligentni sistemi - inzenirsko
  
• Singularity is near, Superintelligence
  
• Machine learning - basics / Uvod v strojno učenje, Matrika zamenjav, Matrika zamenjav Orange, Weka, Rapidminer
  
  

Inteligentni agenti / Intelligent agents

• Wikipedia, Agents types, Agent communication
  
• Intelligent agents 1, Intelligent agents 2
• Intelligent systems and agents by Maes, MIT, MIT as AmI intro , MIT Maes AI, agents
• Wooldridge, Nash, MAS, JADE, Smart cities, agents
• International - Lehigh, USA, CarnegieMellon, Michigan, Iowa, MIT, JADE, MAS
• Agent search, Agentna patologija, CONFIDENCE, Wrappers, Ontologies, MASDA Bezek, MASDA AAMAS
• IJS Intelligent Agents Repository (latest), IJS Intelligent Agents Repository (not new anymore), and old , E-commerce Agents
• Agents Security / agenti in varnost, Bostjan Kaluza

Kognitivne znanosti / Cognitive sciences

3.12.2015, 13:00-17:00, Soba predavatelja

• Cognitive science - Kognitivna znanost 1, Zavest / Consciousness, SF TTT, Alan Turing, Turing test and gulibility,
• Cognitive science - Kognitivna znanost 2, Vision Turing test, Tools and minds, Decide by search or by thumb?,
  Smo ljudje stroji?, Dennett in računski obrat,
• Supercomputing, Turing and Supercomputing, Future of intelligent robots, Projekcije umetne inteligence 2013
• Overview, MIT School, Tetenbaum, MIT, courses, Berkeley, Kilhstrom, Yale, courses

Predavanja 2013-2014 / Lectures 2013-2014

Business intelligence / Poslovna inteligenca

6.2.2014, 15:00-17:15, Oranžna soba

• Business and AI applications / Poslovne in AI aplikacije
  
• Introduction to AI / Uvod v AI
• Introduction to BI / Uvod v PI
• Business intelligence / Poslovna inteligenca
  
• Motivacija, poslovanje, BI / Motivation, business, BI
  
• Pension reform / Pokojninska reforma
• Information society / Informacijska druzba
• Modern leadership / moderno vodenje
  
• Vedrana Vidulin: PhD
  
• BI / poslovna inteligenca
  
• BI / poslovna inteligenca
  
• BI analysis - Google web page / Primer analize BI - Google, internetna stran
• Big data / veliki podatki
  
  

Intelligent systems and agents / Inteligentni sistemi in agenti

23.1.2014, 15:00-17:15, Oranžna soba

Intellligence, inf. society, intelligent systems / Inteligenca, inf. družba, inteligentni sistemi

• Introduction to intelligence / Uvod v inteligenco
• Information siciety / Informacijska druzba
• Motivacija, poslovanje / Motivation, business
  
• Introduction to AI / Uvod v AI, AI Applications / AI aplikacije, Several Courses / Zanimiva predavanja
• Intelligent Systems and AI / Inteligentni sistemi in AI, Intelligent systems - Engineering / Inteligentni sistemi - inzenirsko
• Machine learning - basics / Uvod v strojno učenje
• Information society laws
• Singularity is near

Inteligentni agenti / Intelligent agents

• Wooldridge, Nash, Jernej MAS, JADE, Smart cities, agents
• Wikipedia, Agents types, Agent communication
  
• Intelligent agents 1, Intelligent agents 2
• Intelligent systems and agents by Maes, MIT, MIT as AmI intro , MIT Maes AI, agents
• International - Lehigh, USA, Lausanne, CarnegieMellon, Michigan, Iowa, MIT, JADE, MAS
• Agent search, Agentna patologija, CONFIDENCE, Wrappers, Ontologies, MASDA Bezek, MASDA AAMAS
• IJS Intelligent Agents Repository (latest), IJS Intelligent Agents Repository (not new anymore), and old , E-commerce Agents
• Agents Security / agenti in varnost, Bostjan Kaluza

Kognitivne znanosti / Cognitive sciences

13.1.2014, 15:00-17:15, Oranžna soba

• Cognitive science - Kognitivna znanost 1, SF TTT, Alan Turing, Cognitive science - Kognitivna znanost 2,
  Vision Turing test, Tools and minds, Decide by search or by thumb?,
  Smo ljudje stroji?, Dennett in računski obrat,
• Supercomputing, Turing and Supercomputing, Future of intelligent robots, Projekcije umetne inteligence 2013
• Overview, MIT School, Tetenbaum, MIT, courses, Berkeley, Kilhstrom, Yale, courses

Predavanja 2012-2013 / Lectures 2012-2013

29.1.2013 (16:00-18:00) Kognitivne znanosti/Cognitive sciences

• Cognitive science - Kognitivna znanost 1, SF TTT, Alan Turing, Cognitive science - Kognitivna znanost 2,
  Vision Turing test, Tools and minds, Decide by search or by thumb?,
  Smo ljudje stroji?, Dennett in računski obrat,
• Supercomputing, Future of intelligent robots, Projekcije umetne inteligence
• Overview, Penn schedule, California, USA, Stanford, USA, Sussex, UK

Predavanja 2012-2013 / Lectures 2012-2013

17.1.2013 (16:00-18:00) Business intelligence / Poslovna inteligenca

• Business and AI applications / Poslovne in AI aplikacije *
  
• Motivacija, poslovanje, BI / Motivation, business, BI *
  
• Introduction to BI / Uvod v PI *
• Pension reform / Pokojninska reforma
• Information society / Informacijska druzba
• Modern leadership / moderno vodenje *
  
• Introduction to AI / Uvod v AI
• Vedrana Vidulin: PhD *
  

Predavanja 2012-2013 / Lectures 2012-2013

18.12.2012 (16:00-18:00) Intelligent systems and agents / Inteligentni sistemi in agenti

Intellligence, inf. society, intelligent systems / Intelligenca, inf. druzba, inteligentni sistemi

• Introduction to intelligence / Uvod v inteligenco *
• Information siciety / Informacijska druzba *
• Motivacija, poslovanje / Motivation, business *
  
• Introduction to AI / Uvod v AI *, AI Applications / AI aplikacije *, Several Courses / Zanimiva predavanja
• Intelligent Systems and AI / Inteligentni sistemi in AI *, Intelligent systems - Engineering / Inteligentni sistemi - inzenirsko *
• Machine learning - basics / Uvod v strojno učenje
• Information society laws
• Roomba

Inteligentni agenti / Intelligent agents

• Wikipedia *, Agents types *, Agent communication *
  
• Intelligent agents 1 *, Intelligent agents 2 *, MS agent ring, MS agent ring latest, IBM agents
• Intelligent systems and agents by Maes, MIT, MIT as AmI intro , MIT Maes AI, agents
• International - Lehigh, USA, Lausanne, CarnegieMellon, Michigan, Iowa, MIT, JADE *
• Agent search, Agentna patologija, CONFIDENCE, Wrappers, Ontologies, MASDA Bezek, MASDA AAMAS
• IJS Intelligent Agents Repository (latest), IJS Intelligent Agents Repository (not new anymore), and old , E-commerce Agents
• Ales Tavcar, Agents Security / agenti in varnost, Bostjan Kaluza

Predavanja 2011-2012 / Lectures 2011-2012

30.11.2011 (15:00-19:00) Business intelligence / Poslovna inteligenca

• Introduction to BI, ISA, CS / Uvod v PI, ISA, KZ
• Exemplary projects / Pregled izbranih projektov
• Information society / Informacijska druzba
• Motivacija, poslovanje, BI / Motivation, business, BI
  
• Modern leadership / moderno vodenje
  
• Current economic problems / Trenutni ekonomski problemi, An example of media publication / Primer medijske objave
• Intelligent Systems and AI / Inteligentni sistemi in AI, Introduction to AI / Uvod v AI

Inteligentni agenti/Intelligent agents

• Wikipedia, Agents types, Agent communication
  
• Intelligent agents 1, Intelligent agents 2, Agent repository, E-commerce Agents, MS agent ring, MS agent ring latest, IBM agents
• International - Lehigh, USA, Lausanne, CarnegieMellon, Michigan, Iowa, MIT, JADE
• Agent search, Agentna patologija, CONFIDENCE, Wrappers, Ontologies, MASDA Bezek, MASDA AAMAS
• IJS Intelligent Agents Repository (latest), IJS Intelligent Agents Repository (not new anymore), and old

Kognitivne znanosti/Cognitive sciences

• Cognitive science - Kognitivna znanost 1, Cognitive science - Kognitivna znanost 2, Smo ljudje stroji?, Dennett in računski obrat
• Supercomputing, Future of intelligent robots, Projekcije umetne inteligence
• Penn schedule, California, USA, Stanford, USA, Sussex, UK

Predavanja 2010/ Lectures 2010

27.10.2010 (15:00-17:00) Intelligent systems and robotics
Inteligentni sistemi in robotika

Lecture / Predavanje:

• Zakaj inteligenca? / Why intelligence?
  
• Intelligent systems and inf.soc./Inteligentni sistemi in inf.dr.
• ACM Slovenija/ACM Slovenia ACM Slo

15.7.2010 (16:00-17:30) Intelligent systems / Inteligentni sistemi

• Motivacija / Motivation
  
• Real-life problem: climate, economic crises, my job, demography, oil: Napovedovanje bodocnosti, npr. cene nafte, Informacijska druzba in demografija, Moderno vodenje
  
• Intelligent systems and inf.soc./Inteligentni sistemi in inf.dr.
• Intelligent Systems
• Intelligent Systems and AI
• Intelligent systems and agents by Maes, MIT, MIT as AmI intro , MIT Maes AI, agents
• ACM Slovenija/ACM Slovenia ACM Slo

Predavanja 2009-10/ Lectures 2009-10

28.10.2009 (14:00-15:00) Intelligent systems / Inteligentni sistemi

• Motivacija / Motivation
  
• Intelligent systems and inf.soc./Inteligentni sistemi in inf.dr.
• Intelligent Systems
• Intelligent Systems and AI
• Intelligent systems and agents by Maes, MIT
• ACM Slovenija/ACM Slovenia ACM Slo

Predavanja 2008-9/ Lectures 2008-9

Lectures - see the MPS schedule.
Attendance at conferences counts for a couple of hours, e.g., Information society.
Individual work - send an email.

28.10.2008 Informacijska druzba / Information society

• Motivacija / Motivation
  
• Predstavitev/Introduction Odsek / Department
  
• Predstavitev/Introduction Predavatelj / Lecturer
• ACM Slovenija/ACM Slovenia ACM Slo
• Informacijska druzba, demografija/Information society, demography IS Demog.
• Primer aplikacije / An example application Access control
• Informacijska druzba/Information Society
• Trenutna ekonomska kriza/Current economy

7.1.2009 Informacijska druzba - inteligentni sistemi / Information society - Intelligent systems

• Informacijska druzba/Information Society
• ID in inteligenca/IS and intelligence
• Intelligent Systems - Motivations, Business, Science/Engineering, AI,
  International - Netherlands, Alberta, Duke, Princenton, Westminster, Georgia Tech, Florida

7.4.2009 Inteligentni agenti/Intelligent agents

• Wikipedia, Agents context by Maes, MIT, E-business oriented agents, London
  
• Intelligent agents 1, Intelligent agents 2, Agent repository, E-commerce Agents, MS agent ring, MS agent ring latest, Wikipedia, IBM agents
• International - Lehigh, USA, Lausanne, CarnegieMellon, Iceland, Michigan, Iowa, MIT, JADE
• Agent search, Agentna patologija, CONFIDENCE, Wrappers, Ontologies, MASDA Bezek, MASDA AAMAS

14.4.2009 Kognitivne znanosti/Cognitive sciences

• Kognitivna znanost 1, Kognitivna znanost 2, Smo ljudje stroji?, Dennett in računski obrat
• Supercomputing, Future of intelligent robots, Smo ljudje stroji?, Bodočnost umetne inteligence
• Penn Engineering, introduction, schedule, California, Stanford, Sussex

Predavanja 2006-7/ Lectures 2006-7

Predavanja 2005/ Lectures 2005

Predavanja 2004/ Lectures 2004

Predavanja so bila 18.11.2004 v cetrtek na podiplomski soli IJS, 4 ure predavanj, druga predavanja so bila 28.2.2005, 1.3.2005, 2.3.2005 kot obisk AgentLinkIII na IJS.

First lectures were on Thursday 18.11.2004 at 15.15, 4 hours, second lectures on 28.2.2005, 1.3.2005, 2.3.2005 in the form of AgentLinkIII held at IJS first days of March. In 2006 and 2007, lectures were performed in 1 day - 22.10.2007.

• Predstavitev/Introduction
  Odsek, predavatelj / Department, Lecturer
• Informacijska druzba/Information Society
  Informacijska druzba / Information Society, in inteligentni sistemi / and intelligent systems
• Inteligentni sistemi/Intelligent Systems
  Motivations, Business, Engineering, Examples, Motivi - slovensko
  International - Hong Kong, Alberta, Duke, Princenton, Westminster
• Inteligentni agenti/Intelligent agents
  Intelligent agents 1, Intelligent agents 2, Agent repository, E-commerce Agents, MS agent ring, IBM agents
  International - Melbourne, Michigan, Iowa, CarnegieMellon, NewOrleans, MIT
• Izbrana poglavja/Special Sections
  Agent search, Wrappers, Ontologies, MAS strategies
• Related links
  Kognitivna inteligenca,
  Ginesys, Weka, ML and Java,
  HTML; XML in SGML; XML in XSLT; WML
  JavaScript
  Informacijska druzba in MID
• Primeri seminarskih / Example seminars
  Bonzi agent, Naive Bayes, IBM agents aglets