Using Computers to Underst in addition to ( in addition to control) Insects Eamonn Keogh Outline I Outline II Worst game ever!

Using Computers to Underst in addition to ( in addition to control) Insects Eamonn Keogh Outline I Outline II Worst game ever! www.phwiki.com

Using Computers to Underst in addition to ( in addition to control) Insects Eamonn Keogh Outline I Outline II Worst game ever!

Thomas, Darla, Operations Manager has reference to this Academic Journal, PHwiki organized this Journal Using Computers to Underst in addition to ( in addition to control) InsectsEamonn Keogh Computer Science & Engineering DepartmentUniversity of Cali as long as nia – RiversideRiverside, CA 92521eamonn@cs.ucr.edu ENGR 101Outline II want to convince you that There is more to computer science than just programmingComputer science/engineering is incredibly fun in addition to interestingComputer science/engineering can be your passport to work anywhere, do anythingOutline IIRough outlineThe Machine Learning Problem (AI)Machine Learning applied to Malaria/Mosquitoes Please interrupt me at any time with questions

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I am going to show you some problems that were shown to pigeons!Let us see if you are as smart as a pigeon!Pigeon Problem 18 1.54.5 7What class is this objectWhat about this one, A or BPigeon Problem 1

8 1.5This is a B!Pigeon Problem 1Here is the rule.If the left bar is smaller than the right bar, it is an A, otherwise it is a B.Examples of class A4 45 56 63 3Examples of class B8 1.57 7Even I know this onePigeon Problem 2Oh! This ones hard!Examples of class A4 45 56 63 3Examples of class B7 7Pigeon Problem 2So this one is an A.The rule is as follows, if the two bars are equal sizes, it is an A. Otherwise it is a B.

Examples of class A4 41 56 33 7Examples of class B6 6Pigeon Problem 3This one is really hard!What is this, A or BExamples of class A4 41 56 33 7Examples of class B6 6Pigeon Problem 3It is a B!The rule is as follows, if the square of the sum of the two bars is less than or equal to 100, it is an A. Otherwise it is a B.Worst game ever!Why did we spend so much time with this gameThis game is an example of a classification problem, one of the most fundamental problems in Artificial Intelligence

Examples of class AJapanese NamesExamples of class BGreek NamesPigeon Problem XWhat kind of name is this:Japanese or GreekAYANO CHIKAKOCHIYO CHIYOKOCHO CHOU ETSUKO AbderusChIysesCharybdisCephalusCalchas CadmusExamples of class AAlan TuringExamples of class BStan LaurelPigeon Problem YWho is thisExamples of class ALoopExamples of class BArchPigeon Problem ZWhat kind of fingerprint is this

GrasshoppersKatydidsThe Classification Problem(in as long as mal definition)Given a collection of annotated data. (In this case five instances Katydids of in addition to five of Grasshoppers) Decide which class future unlabeled data belongs to. Katydid or GrasshopperSolving the Classification ProblemHow do human in addition to other animals solve the classification problem ( as long as today, we don’t care)How can we make computers solve the classification problem This is called machine learningThe first step is a change of representation, a classic computer science trick Pigeon Problem 1We can plot the pigeon problems in 2D space

Examples of class A4 45 56 63 3Examples of class BPigeon Problem 2Let me look it up here it is the rule is, if the two bars are equal sizes, it is an A. Otherwise it is a B.Examples of class A4 41 56 33 7Examples of class BPigeon Problem 3The rule again:if the square of the sum of the two bars is less than or equal to 100, it is an A. Otherwise it is a B.Antenna LengthGrasshoppersKatydidsAbdomen Length

Simple Linear ClassifierIf previously unseen instance above the linethen class is Katydidelse class is GrasshopperR.A. Fisher1890-1962Which of the “Pigeon Problems” can be solved by the Simple Linear ClassifierPerfectUselessPretty GoodProblems that can be solved by a linear classifier are called linearly separable.Now that we underst in addition to what the classification problem is, in addition to one way to solve it, let us switch gears as long as a while

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What is the Deadliest Animal (not counting humans!)What is the Deadliest Animal 500+ per year200+ per year10+ per year300+ per year1,000,000+ per year50,000+ per yearWhat is the Deadliest Animal 50,000+ per year500+ per year200+ per year10+ per year300+ per year1,000,000+ per year

One penny weights about the same as one thous in addition to mosquitoes How can something so small be so deadly What is MalariaMalaria is a disease that involves high fevers, shaking chills, joint pain, flu-like symptoms. In some cases it can produce coma in addition to death.There are more than 225 million cases of malaria each year, killing around 1-million people.Where does Malaria come from Malaria has been known since ancient times.Many believed it came from “bad air” (Italian: mala aria, “bad air”)500 years ago, a h in addition to ful of people believed that insects might be involved in human diseases. Hortus Sanitatis (The Garden of Health) 1497

Now we underst in addition to what the classification problem is have seen how to solve it with the linear classifier have seen how it can be applied to a real problem I hope I have convinced you thatThere is more to computer science than just programmingComputer science/engineering is incredibly fun in addition to interestingComputer science/engineering can be your passport to work anywhere, do anything Eamonn Keogh Computer Science & Engineering DepartmentUniversity of Cali as long as nia – RiversideRiverside, CA 92521eamonn@cs.ucr.edu

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Thomas, Darla is from United States and they belong to KGMG-FM and they are from  Tucson, United States got related to this Particular Journal. and Thomas, Darla deal with the subjects like Music Programming

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This Particular Journal got reviewed and rated by Lake Forest Graduate School of Management and short form of this particular Institution is US and gave this Journal an Excellent Rating.