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Listening non-stop for 150min per week, for 16 weeks 4000$ (your tuition)..

The CSE 471. Commercial. Listening non-stop for 150min per week, for 16 weeks 4000$ (your tuition).. Watching Rao sip 30+ doppio machchiatos 30$ (aggravation fee).. Catching up on your beauty sleep in the class 300$ (chairs not very comfy) Redoing the in class exam at home

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Listening non-stop for 150min per week, for 16 weeks 4000$ (your tuition)..

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  1. The CSE 471 Commercial • Listening non-stop for 150min per week, for 16 weeks • 4000$ (your tuition).. • Watching Rao sip 30+ doppio machchiatos • 30$ (aggravation fee).. • Catching up on your beauty sleep in the class • 300$ (chairs not very comfy) • Redoing the in class exam at home • 300$ (lost family time) • Keeping up with the 17,578,940 billion bytes of email • 20$ (skimming cost) + 1000$ (Brain frying cost) • Spending most of your life these last four months hacking lisp or doing home works for CSE 471 • Priceless…

  2. Peace on Earth & Goodwill to the Living (* Benediction void where prohibited by governmental order or majority distaste for peace, including Iraq, Kashmir, Gaza, Jerusalem and certain parts of USA. Special restrictions may apply for Darfur.)

  3. Announcements • Take home will be released by Thursday/Friday (check your mail and also homepage) • Will be set like an in-class exam (must be answered on the exam sheet) • But you get to do it at home (or milk of kindness overfloweth..) • Thursday office hours will be held • Review session needed? • CEAS Evaluations online. https://intraweb.eas.asu.edu/eval • Do take part! • Comments on TA/Czar performance can be sent to me using the class anonymous mail facility • Today: • Learning completed (Statistical Learning—until 2PM) • Interactive review (2-2:50pm) • Summary of what is not done (~5min)

  4. Week 1: Intro; Intelligent agent design [[nifty 2001 ]] Week 2: Problem Solving Agents and Search (start of A*) Week 3: Search: Blind;uniform cost search; A* start Week 4: Complete local search; start planning Week 5: Planning Graph Reachability Heuristics; MDP start Week 6: MDPs continued; Adversarial Search Week 7: Start of Logical Inference Week 8: Probabilistic Propositional Logic Week 9: Bayes Networks. Semantics and Specification Week 10: Bayes Networks. Inference--Exact and Approximate Week 11: First Order Logic Week 12: FOPC--Backward Chaining; Resolution; Start of Reasoning with Time and Change Week 13: Reasoning with Time and Change (contd.); Learning (start) Week 14: Splendors of Bias; Decision Trees; Naive Bayes classifiers; Neural nets Week 15:Support Vector M/c; Kernelization; Statistical Learning; Naive Bayes Classifiers What we did

  5. Table of Contents (Full Version)      Preface (html); chapter mapPart I Artificial Intelligence     1 Introduction      2 Intelligent Agents Part II Problem Solving     3 Solving Problems by Searching      4 Informed Search and Exploration 5Constraint Satisfaction Problems      6 Adversarial Search Part III Knowledge and Reasoning     7 Logical Agents      8 First-Order Logic 9Inference in First-Order Logic10Knowledge RepresentationPart IV Planning 11 Planning (pdf) 12 Planning and Acting in the Real World Part V Uncertain Knowledge and Reasoning    13 Uncertainty14 Probabilistic Reasoning 15 Probabilistic Reasoning Over Time    16 Making Simple Decisions 17 Making Complex DecisionsPart VI Learning18 Learning from Observations19 Knowledge in Learning 20 Statistical Learning Methods21 Reinforcement Learning Part VII Communicating, Perceiving, and Acting    22 Communication     23 Probabilistic Language Processing     24 Perception     25 Robotics Part VIII Conclusions    26 Philosophical Foundations   27 AI: Present and Future Chapters Covered

  6. Interactive Semester Review A Farside treasury… It matters not what you cover, but what you uncover

  7. Your opinions please…  • 63-229-116-38.phnx.qwest.net - - [04/Dec/2006:23:36:14 -0700] "GET /cse471/acquired-wisdom-031.htm HTTP/1.1" 200 86996 • ip70-162-85-107.ph.ph.cox.net - - [04/Dec/2006:23:37:43 -0700] "GET /cse471/acquired-wisdom-031.htm HTTP/1.1" 200 86996 • 71-35-40-164.phnx.qwest.net - - [04/Dec/2006:23:37:59 -0700] "GET /cse471/acquired-wisdom-031.htm HTTP/1.1" 200 86996 • 71-35-10-228.phnx.qwest.net - - [04/Dec/2006:23:39:12 -0700] "GET /cse471/acquired-wisdom-031.htm HTTP/1.1" 200 86996 • 65-101-27-37.phnx.qwest.net - - [04/Dec/2006:23:41:10 -0700] "GET /cse471/acquired-wisdom-031.htm HTTP/1.1" 200 86996 • 71-37-221-47.phnx.qwest.net - - [04/Dec/2006:23:42:41 -0700] "GET /cse471/acquired-wisdom-031.htm HTTP/1.1" 200 86996 • ip70-162-74-58.ph.ph.cox.net - - [04/Dec/2006:23:56:53 -0700] "GET /cse471/acquired-wisdom-031.htm HTTP/1.1" 200 86996 • moselle.eas.asu.edu - - [04/Dec/2006:23:59:29 -0700] "GET /cse471/acquired-wisdom-031.htm HTTP/1.1" 200 86996 • ip68-230-29-134.ph.ph.cox.net - - [05/Dec/2006:00:05:42 -0700] "GET /cse471/acquired-wisdom-031.htm HTTP/1.1" 200 86996 • ip70-162-104-177.ph.ph.cox.net - - [05/Dec/2006:00:07:05 -0700] "GET /cse471/acquired-wisdom-031.htm HTTP/1.1" 200 86996 • ip68-228-213-219.ph.ph.cox.net - - [05/Dec/2006:00:24:21 -0700] "GET /cse471/acquired-wisdom-031.htm HTTP/1.1" 200 86996 • ip70-162-105-33.ph.ph.cox.net - - [05/Dec/2006:01:00:42 -0700] "GET /cse471/acquired-wisdom-031.htm HTTP/1.1" 200 86996 • ip70-162-99-247.ph.ph.cox.net - - [05/Dec/2006:01:01:28 -0700] "GET /cse471/acquired-wisdom-031.htm HTTP/1.1" 200 86996 • ip70-162-64-184.ph.ph.cox.net - - [05/Dec/2006:01:36:36 -0700] "GET /cse471/acquired-wisdom-031.htm HTTP/1.1" 200 86996 • ip24-251-19-211.ph.ph.cox.net - - [05/Dec/2006:01:40:22 -0700] "GET /cse471/acquired-wisdom-031.htm HTTP/1.1" 200 86996 • en4030859.dhcp.asu.edu - - [05/Dec/2006:05:56:18 -0700] "GET /cse471/acquired-wisdom-031.htm HTTP/1.1" 200 86996 • ip24-56-41-47.ph.ph.cox.net - - [05/Dec/2006:07:43:11 -0700] "GET /cse471/acquired-wisdom-031.htm HTTP/1.1" 200 86996 • ip68-2-138-13.ph.ph.cox.net - - [05/Dec/2006:09:50:34 -0700] "GET /cse471/acquired-wisdom-031.htm HTTP/1.1" 200 86996 • en4030842.dhcp.asu.edu - - [05/Dec/2006:11:12:00 -0700] "GET /cse471/acquired-wisdom-031.htm HTTP/1.1" 200 86996

  8. Schindler: I could've got more...I could've got more, if I'd just...I could've got more...Stern: Oskar, there are eleven hundred people who are alive because of you. Look at them.Schindler: If I'd made more money...I threw away so much money, you have no idea. If I'd just...Stern: There will be generations because of what you did.Schindler: I didn't do enough.Stern: You did so much.Schindler: This car. Goeth would've bought this car. Why did I keep the car? Ten people, right there. Ten people, ten more people...(He rips the swastika pin from his lapel) This pin, two people. This is gold. Two more people. He would've given me two for it. At least one. He would've given me one. One more. One more person. A person, Stern. For this. I could've gotten one more person and I didn't. • Top few things I would have done if I had more time • CSP and SAT Technology • Reinforcement Learning; Bagging/Boosting • Planning under uncertainty and incompleteness • Multi-agent X (X=search,learning..) • PERCEPTION (Speech; Language…) • Be less demanding more often (or even once…) Adieu with an Oscar Schindler Routine. Rao: I could've taught more...I could've taught more, if I'd just...I could've taught more... Lei&Will: Rao, there are thirty people who are mad at you because you taught too much. Look at them.Rao: If I'd made more time...I wasted so much time, you have no idea. If I'd just...Lei&Will: There will be generations (of bitter people) because of what you did.Rao: I didn't do enough.Lei&Will: You did so much.Rao: This slide. We could’ve removed this slide. Why did I keep the slide? Two minutes, right there. Two minutes, two more minutes.. This music, a bit on reinforcement learning. This review. Two points on bagging and boosting. I could easily have made two for it. At least one. I could’ve gotten one more point across. One more. One more point. A point, Lei. For this. I could've gotten one more point across and I didn't. 

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