{"id":449,"date":"2015-02-01T21:40:29","date_gmt":"2015-02-01T21:40:29","guid":{"rendered":"http:\/\/sadievrenseker.com\/wp\/?p=449"},"modified":"2015-05-22T06:45:54","modified_gmt":"2015-05-22T06:45:54","slug":"istanbul-commerce-university-artificial-intelligence","status":"publish","type":"post","link":"https:\/\/sadievrenseker.com\/?p=449","title":{"rendered":"Istanbul Commerce University, Artificial Intelligence"},"content":{"rendered":"<p>\u0097Course home page: <a href=\"http:\/\/www.sadievrenseker.com\/wp\/?p=449\">http:\/\/www.sadievrenseker.com\/wp\/?p=449<\/a><\/p>\n<p>\u0097lecture notes, tutorials, assignment, grading, penffice hours, etc.<\/p>\n<p>\u0097Textbook: S. Russell and P. Norvig <i>Artificial Intelligence: A Modern Approach <\/i>Prentice Hall, 2009, Third Edition<\/p>\n<p>\u0097Lecturer: Dr. Sadi Evren SEKER : <a href=\"mailto:ai@sadievrenseker.com\">ai@sadievrenseker.com<\/a><\/p>\n<p>\u0097Grading: Class participation (5%), Programming assignment (15%),\u00a0\u0097Midterm\u00a0Exam\u00a0(30%), Final exam (50%)<\/p>\n<p>\u0097Class participation includes participation in both lectures and tutorials (attendance, asking and answering questions, presenting solutions to tutorial questions).<\/p>\n<p>\u0097Note that attendance at every lecture and\u00a0tutorial will be taken and constitutes part of\u00a0the class participation grade.<\/p>\n<p>\u0097Midterm Exam (in class, 1 hr) and final\u00a0exam (2 hrs) are both open-book<\/p>\n<p>\u0097A must check : <a href=\"http:\/\/aima.cs.berkeley.edu\">http<\/a><a href=\"http:\/\/aima.cs.berkeley.edu\">:\/\/<\/a><a href=\"http:\/\/aima.cs.berkeley.edu\">aima.cs.berkeley.edu<\/a><\/p>\n<p>Schedule : \u0097BIL 452, Monday 10.00 a.m. \u2013 12.30 p.m. &amp; 13.00 p.m. to 15.30 p.m.<\/p>\n<p>\u0097No Classes, Seoul between 5 \u2013 10 March,\u00a0\u0097Dallas between 18 \u2013 29 March,\u00a0\u0097Make up classes TBA<\/p>\n<p><a href=\"http:\/\/sadievrenseker.com\/wp-content\/uploads\/2015\/02\/iticu_ai_midterm_web.xlsx\">Midterm Grades (Vize Notlar\u0131, Excel Dosyas\u0131)<\/a><\/p>\n<p><strong><a href=\"http:\/\/sadievrenseker.com\/wp-content\/uploads\/2015\/02\/iticu_ai_final_web.xlsx\">Final Grades (Final Notlar\u0131 ve Harfler ,Excel Dosyas\u0131)<\/a><\/strong><\/p>\n<p>Course Outline:<\/p>\n<ul>\n<li>\u0097Introduction and Agents (chapters 1,2)<\/li>\n<li>\u0097Search (chapters 3,4,5,6)<\/li>\n<li>\u0097Logic (chapters 7,8,9)<\/li>\n<li>\u0097Planning (chapters 11,12)<\/li>\n<li>\u0097Uncertainty (chapters 13,14)<\/li>\n<li>\u0097Learning\u00a0(chapters 18,20)<\/li>\n<li>\u0097Natural Language\u00a0Processing\u00a0(chapter 22,23)<\/li>\n<\/ul>\n<p>Slides:<\/p>\n<ul>\n<li><a href=\"http:\/\/sadievrenseker.com\/wp-content\/uploads\/2015\/02\/w1.pdf\">Week 1, Introduction<\/a><\/li>\n<li><a href=\"http:\/\/sadievrenseker.com\/wp-content\/uploads\/2015\/02\/w2.pdf\">Week 2, Search<\/a><\/li>\n<li><a href=\"http:\/\/sadievrenseker.com\/wp-content\/uploads\/2015\/02\/w3.pdf\">Week 2, 3, Heuristic Search<\/a><\/li>\n<li><a href=\"http:\/\/sadievrenseker.com\/wp-content\/uploads\/2015\/02\/Const.ppt\">Week 3, Constraing Satisfaction Problems<\/a><\/li>\n<li><a href=\"http:\/\/sadievrenseker.com\/wp-content\/uploads\/2015\/02\/Sat-2.ppt\">Week 3, Satisfiability<\/a><\/li>\n<li><a href=\"http:\/\/sadievrenseker.com\/wp-content\/uploads\/2015\/02\/m3-search.ppt\">Week 4, Review 1st part<\/a>\u00a0(Search)<\/li>\n<li><a href=\"http:\/\/sadievrenseker.com\/wp-content\/uploads\/2015\/02\/m4-heuristics.ppt\">Week 4, Review 2nd part (Heuristics)<\/a><\/li>\n<li>Week 5, no classes<\/li>\n<li>Week 6, Midterm : Announcement for the midterm: 1 or 2 questions with multiple parts. For example, you will be given a problem or game and you will be asked to transfer the problem into a search problem. Solve the problem with search algorithms like DFS, BFS, LDFS, IDDFS etc. and compare the success of algorithms. Also you will be asked to find two or more heuristic functions and criticize your function like if it is admissible, is any of your functions dominates another, are they suitable for greedy search or A* etc. \u00a0(this announcement is only for giving idea, midterm questions may not be limited by the definitions or examples here, so prepare for all the content we have covered until last class).<\/li>\n<li><span style=\"color: #ff0000;\">Exam will start at 9.00 a.m. in the morning, exam is open book and you can bring the course slides, text book or your personal notes, please be sure you have your name on all open-book material before the exam. \u00a0(S\u0131nav sabah 9.00&#8217;da ba\u015flayacakt\u0131r, s\u0131nav a\u00e7\u0131k kitap olup ders notlar\u0131, kitap ve slide&#8217;lar\u0131n \u00e7\u0131kt\u0131lar\u0131n\u0131 getirebilirsiniz, l\u00fctfen s\u0131navdan \u00f6nce b\u00fct\u00fcn yan\u0131n\u0131zda getirdi\u011finiz belgelerin \u00fczerine isminizi yaz\u0131n\u0131z)<\/span><\/li>\n<li>Week 7, Midterm Review, <a href=\"http:\/\/sadievrenseker.com\/wp-content\/uploads\/2015\/02\/m8-fol.ppt\">First Order Logic,<\/a><\/li>\n<li>Week 8, <a href=\"http:\/\/sadievrenseker.com\/wp-content\/uploads\/2015\/02\/m9-inference.ppt\">First Order Logic (Cont.), Backward and Forward Chaining<\/a><\/li>\n<li>Week 9, Prolog Tutorial<\/li>\n<li>Week 10, <a href=\"http:\/\/sadievrenseker.com\/wp-content\/uploads\/2015\/02\/m13-uncertainty.ppt\">Uncertainty<\/a><\/li>\n<li>Week 11, Knowledge Base and Rule Based Systems<\/li>\n<li>Week 12, Data Mining Techniques, Preprocessing, <a href=\"http:\/\/bilgisayarkavramlari.sadievrenseker.com\/2012\/01\/29\/istatistiksel-normallestirme-statistical-normalisation\/\">Normalization<\/a> (<a href=\"http:\/\/bilgisayarkavramlari.sadievrenseker.com\/2015\/04\/24\/kemmi-normallestirme-quantile-normalization\/\">Quantile<\/a>, Min-Max), Classification (<a href=\"http:\/\/bilgisayarkavramlari.sadievrenseker.com\/2008\/11\/17\/knn-k-nearest-neighborhood-en-yakin-k-komsu\/\">K-NN<\/a>), Clustering (<a href=\"http:\/\/bilgisayarkavramlari.sadievrenseker.com\/2008\/12\/15\/k-ortalama-algoritmasi-k-means-algorithm\/\">K-Means<\/a>), Prediction (<a href=\"http:\/\/bilgisayarkavramlari.sadievrenseker.com\/2013\/01\/26\/linear-regression-dogrusal-ilkelleme\/\">Linear Regression<\/a>), Association<\/li>\n<li>Week 13, Advanced Artificial Intelligence Topics : <a href=\"http:\/\/bilgisayarkavramlari.sadievrenseker.com\/2012\/05\/06\/belief-propogation-inanc-yayilimi\/\">Artificial Neural Networks<\/a> (<a href=\"http:\/\/bilgisayarkavramlari.sadievrenseker.com\/2008\/12\/21\/bayes-aglari-bayesian-network\/\">Bayesian Networks<\/a>\u00a0,\u00a0), <a href=\"http:\/\/bilgisayarkavramlari.sadievrenseker.com\/2015\/01\/26\/genetik-programlama-genetic-programming\/\">Genetic Programming<\/a><\/li>\n<li>Week 14, Project Demonstrations will start at 10 a.m. at May 11 and will finish when nobody is waiting on the class. (Proje demolar\u0131 11 May\u0131s g\u00fcn\u00fc saat 10&#8217;da ba\u015flayacak ve sunum i\u00e7in gelen \u00f6\u011frenci kalmayana kadar devam edecektir, \u015fayet ge\u00e7 gelirseniz ve kimse kalmam\u0131\u015f olursa sunum yapma imkan\u0131n\u0131z bulunmayaca\u011f\u0131 i\u00e7in l\u00fctfen 10&#8217;da sunum i\u00e7in gelmi\u015f olmaya dikkat ediniz).<\/li>\n<li>Week 15, Final Exam: Exam will be open book and questions will be in similar format to the midterm exam. Exam is scheduled to 18th of May at 11.00a.m.<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u0097Course home page: http:\/\/www.sadievrenseker.com\/wp\/?p=449 \u0097lecture notes, tutorials, assignment, grading, penffice hours, etc. \u0097Textbook: S. Russell and P. Norvig Artificial Intelligence: A Modern Approach Prentice Hall, 2009, Third Edition \u0097Lecturer: Dr. Sadi Evren SEKER : ai@sadievrenseker.com \u0097Grading: Class participation (5%), Programming assignment (15%),\u00a0\u0097Midterm\u00a0Exam\u00a0(30%), Final exam (50%) \u0097Class participation includes participation in both lectures and tutorials (attendance, asking and answering questions, presenting &hellip; <a href=\"https:\/\/sadievrenseker.com\/?p=449\">Continue Reading <span class=\"meta-nav\">&rarr;<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-449","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"_links":{"self":[{"href":"https:\/\/sadievrenseker.com\/index.php?rest_route=\/wp\/v2\/posts\/449","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/sadievrenseker.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/sadievrenseker.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/sadievrenseker.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/sadievrenseker.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=449"}],"version-history":[{"count":15,"href":"https:\/\/sadievrenseker.com\/index.php?rest_route=\/wp\/v2\/posts\/449\/revisions"}],"predecessor-version":[{"id":531,"href":"https:\/\/sadievrenseker.com\/index.php?rest_route=\/wp\/v2\/posts\/449\/revisions\/531"}],"wp:attachment":[{"href":"https:\/\/sadievrenseker.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=449"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/sadievrenseker.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=449"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/sadievrenseker.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=449"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}