SlideShare una empresa de Scribd logo
1 de 14
Machine Learning  CPSC 315 – Programming Studio Spring 2009 Project 2, Lecture 5
Forms of Learning ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Supervised Learning ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Evaluating Supervised Learning Algorithms ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Decision Trees ,[object Object],[object Object]
Decision Trees ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Learning Decision Trees ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Algorithm for Decision Tree Learning ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Unsupervised Learning ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Reinforcement Learning ,[object Object],[object Object],[object Object],[object Object],[object Object]
Analogy to Animal Training ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Reinforcement Learning in Games ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Modifying a Goodness Function ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Modifying a Goodness Function ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]

Más contenido relacionado

La actualidad más candente

Chapter 1
Chapter 1Chapter 1
Chapter 1dunhamc
 
Reinforcement learning
Reinforcement learning Reinforcement learning
Reinforcement learning Chandra Meena
 
Supervised Machine Learning Techniques
Supervised Machine Learning TechniquesSupervised Machine Learning Techniques
Supervised Machine Learning TechniquesTara ram Goyal
 
introducción a Machine Learning
introducción a Machine Learningintroducción a Machine Learning
introducción a Machine Learningbutest
 
Reinforcement Learning
Reinforcement LearningReinforcement Learning
Reinforcement LearningSalem-Kabbani
 
Sarcia idoese08
Sarcia idoese08Sarcia idoese08
Sarcia idoese08asarcia
 
Lecture 6: Ensemble Methods
Lecture 6: Ensemble Methods Lecture 6: Ensemble Methods
Lecture 6: Ensemble Methods Marina Santini
 
Factorial design - Dr. Manu Melwin Joy - School of Management Studies, Cochin...
Factorial design - Dr. Manu Melwin Joy - School of Management Studies, Cochin...Factorial design - Dr. Manu Melwin Joy - School of Management Studies, Cochin...
Factorial design - Dr. Manu Melwin Joy - School of Management Studies, Cochin...manumelwin
 
Supervised learning
Supervised learningSupervised learning
Supervised learningAlia Hamwi
 
Ensemble Learning Featuring the Netflix Prize Competition and ...
Ensemble Learning Featuring the Netflix Prize Competition and ...Ensemble Learning Featuring the Netflix Prize Competition and ...
Ensemble Learning Featuring the Netflix Prize Competition and ...butest
 
1.[1 8]an affective decision making engine framework for practical software a...
1.[1 8]an affective decision making engine framework for practical software a...1.[1 8]an affective decision making engine framework for practical software a...
1.[1 8]an affective decision making engine framework for practical software a...Alexander Decker
 

La actualidad más candente (15)

AI: Learning in AI 2
AI: Learning in AI 2AI: Learning in AI 2
AI: Learning in AI 2
 
Chapter 1
Chapter 1Chapter 1
Chapter 1
 
Machine Learning
Machine Learning Machine Learning
Machine Learning
 
Reinforcement learning
Reinforcement learning Reinforcement learning
Reinforcement learning
 
Teaching Assistant Evaluation
Teaching Assistant EvaluationTeaching Assistant Evaluation
Teaching Assistant Evaluation
 
Supervised Machine Learning Techniques
Supervised Machine Learning TechniquesSupervised Machine Learning Techniques
Supervised Machine Learning Techniques
 
introducción a Machine Learning
introducción a Machine Learningintroducción a Machine Learning
introducción a Machine Learning
 
Reinforcement Learning
Reinforcement LearningReinforcement Learning
Reinforcement Learning
 
Sarcia idoese08
Sarcia idoese08Sarcia idoese08
Sarcia idoese08
 
Lecture 6: Ensemble Methods
Lecture 6: Ensemble Methods Lecture 6: Ensemble Methods
Lecture 6: Ensemble Methods
 
Factorial design - Dr. Manu Melwin Joy - School of Management Studies, Cochin...
Factorial design - Dr. Manu Melwin Joy - School of Management Studies, Cochin...Factorial design - Dr. Manu Melwin Joy - School of Management Studies, Cochin...
Factorial design - Dr. Manu Melwin Joy - School of Management Studies, Cochin...
 
Bus 308
Bus 308Bus 308
Bus 308
 
Supervised learning
Supervised learningSupervised learning
Supervised learning
 
Ensemble Learning Featuring the Netflix Prize Competition and ...
Ensemble Learning Featuring the Netflix Prize Competition and ...Ensemble Learning Featuring the Netflix Prize Competition and ...
Ensemble Learning Featuring the Netflix Prize Competition and ...
 
1.[1 8]an affective decision making engine framework for practical software a...
1.[1 8]an affective decision making engine framework for practical software a...1.[1 8]an affective decision making engine framework for practical software a...
1.[1 8]an affective decision making engine framework for practical software a...
 

Destacado

Zakelijk Inzetten Van Je IntuïTie 2010 [Compatibiliteitsmodus]
Zakelijk Inzetten Van Je IntuïTie 2010 [Compatibiliteitsmodus]Zakelijk Inzetten Van Je IntuïTie 2010 [Compatibiliteitsmodus]
Zakelijk Inzetten Van Je IntuïTie 2010 [Compatibiliteitsmodus]Marleen_Schrijver
 
old.ipto-2004.ppt
old.ipto-2004.pptold.ipto-2004.ppt
old.ipto-2004.pptbutest
 
WOMEN'S SLEEP WEAR NIGHT GOWN
WOMEN'S SLEEP WEAR NIGHT GOWNWOMEN'S SLEEP WEAR NIGHT GOWN
WOMEN'S SLEEP WEAR NIGHT GOWNLavanya's Trendzs
 
Ceyhun Niftəliyev-IS ANKETI
Ceyhun Niftəliyev-IS ANKETICeyhun Niftəliyev-IS ANKETI
Ceyhun Niftəliyev-IS ANKETICeyhun Nifteliyev
 
Tearn Up pitch deck
Tearn Up pitch deckTearn Up pitch deck
Tearn Up pitch deckasenju
 
Atelier innovation : connecter le non-connecté – FWT15 Paris le RFID au servi...
Atelier innovation : connecter le non-connecté – FWT15 Paris le RFID au servi...Atelier innovation : connecter le non-connecté – FWT15 Paris le RFID au servi...
Atelier innovation : connecter le non-connecté – FWT15 Paris le RFID au servi...Fujitsu France
 
CYT Credential Aug, 2012
CYT Credential Aug, 2012CYT Credential Aug, 2012
CYT Credential Aug, 2012Kevin Tran, MBA
 
Alexander Krizhanovsky Krizhanovsky Hpds
Alexander Krizhanovsky Krizhanovsky HpdsAlexander Krizhanovsky Krizhanovsky Hpds
Alexander Krizhanovsky Krizhanovsky Hpdsguest092df8
 

Destacado (9)

Zakelijk Inzetten Van Je IntuïTie 2010 [Compatibiliteitsmodus]
Zakelijk Inzetten Van Je IntuïTie 2010 [Compatibiliteitsmodus]Zakelijk Inzetten Van Je IntuïTie 2010 [Compatibiliteitsmodus]
Zakelijk Inzetten Van Je IntuïTie 2010 [Compatibiliteitsmodus]
 
Floral Design
Floral DesignFloral Design
Floral Design
 
old.ipto-2004.ppt
old.ipto-2004.pptold.ipto-2004.ppt
old.ipto-2004.ppt
 
WOMEN'S SLEEP WEAR NIGHT GOWN
WOMEN'S SLEEP WEAR NIGHT GOWNWOMEN'S SLEEP WEAR NIGHT GOWN
WOMEN'S SLEEP WEAR NIGHT GOWN
 
Ceyhun Niftəliyev-IS ANKETI
Ceyhun Niftəliyev-IS ANKETICeyhun Niftəliyev-IS ANKETI
Ceyhun Niftəliyev-IS ANKETI
 
Tearn Up pitch deck
Tearn Up pitch deckTearn Up pitch deck
Tearn Up pitch deck
 
Atelier innovation : connecter le non-connecté – FWT15 Paris le RFID au servi...
Atelier innovation : connecter le non-connecté – FWT15 Paris le RFID au servi...Atelier innovation : connecter le non-connecté – FWT15 Paris le RFID au servi...
Atelier innovation : connecter le non-connecté – FWT15 Paris le RFID au servi...
 
CYT Credential Aug, 2012
CYT Credential Aug, 2012CYT Credential Aug, 2012
CYT Credential Aug, 2012
 
Alexander Krizhanovsky Krizhanovsky Hpds
Alexander Krizhanovsky Krizhanovsky HpdsAlexander Krizhanovsky Krizhanovsky Hpds
Alexander Krizhanovsky Krizhanovsky Hpds
 

Similar a Machine Learning

Lecture 7
Lecture 7Lecture 7
Lecture 7butest
 
Lecture 7
Lecture 7Lecture 7
Lecture 7butest
 
introducción a Machine Learning
introducción a Machine Learningintroducción a Machine Learning
introducción a Machine Learningbutest
 
Introduction
IntroductionIntroduction
Introductionbutest
 
Introduction
IntroductionIntroduction
Introductionbutest
 
Introduction
IntroductionIntroduction
Introductionbutest
 
Machine learning session6(decision trees random forrest)
Machine learning   session6(decision trees random forrest)Machine learning   session6(decision trees random forrest)
Machine learning session6(decision trees random forrest)Abhimanyu Dwivedi
 
Machine Learning presentation.
Machine Learning presentation.Machine Learning presentation.
Machine Learning presentation.butest
 
Machine Learning
Machine LearningMachine Learning
Machine Learningbutest
 
Online learning & adaptive game playing
Online learning & adaptive game playingOnline learning & adaptive game playing
Online learning & adaptive game playingSaeid Ghafouri
 
AI_06_Machine Learning.pptx
AI_06_Machine Learning.pptxAI_06_Machine Learning.pptx
AI_06_Machine Learning.pptxYousef Aburawi
 
Machine Learning: Decision Trees Chapter 18.1-18.3
Machine Learning: Decision Trees Chapter 18.1-18.3Machine Learning: Decision Trees Chapter 18.1-18.3
Machine Learning: Decision Trees Chapter 18.1-18.3butest
 
Topic_6
Topic_6Topic_6
Topic_6butest
 
Forms of learning in ai
Forms of learning in aiForms of learning in ai
Forms of learning in aiRobert Antony
 
Machine Learning Fall, 2007 Course Information
Machine Learning Fall, 2007 Course InformationMachine Learning Fall, 2007 Course Information
Machine Learning Fall, 2007 Course Informationbutest
 
MS CS - Selecting Machine Learning Algorithm
MS CS - Selecting Machine Learning AlgorithmMS CS - Selecting Machine Learning Algorithm
MS CS - Selecting Machine Learning AlgorithmKaniska Mandal
 
final report (ppt)
final report (ppt)final report (ppt)
final report (ppt)butest
 

Similar a Machine Learning (20)

Lecture 7
Lecture 7Lecture 7
Lecture 7
 
Lecture 7
Lecture 7Lecture 7
Lecture 7
 
introducción a Machine Learning
introducción a Machine Learningintroducción a Machine Learning
introducción a Machine Learning
 
Introduction
IntroductionIntroduction
Introduction
 
Introduction
IntroductionIntroduction
Introduction
 
Introduction
IntroductionIntroduction
Introduction
 
Machine Learning_PPT.pptx
Machine Learning_PPT.pptxMachine Learning_PPT.pptx
Machine Learning_PPT.pptx
 
Machine learning session6(decision trees random forrest)
Machine learning   session6(decision trees random forrest)Machine learning   session6(decision trees random forrest)
Machine learning session6(decision trees random forrest)
 
Machine Learning presentation.
Machine Learning presentation.Machine Learning presentation.
Machine Learning presentation.
 
Machine Learning
Machine LearningMachine Learning
Machine Learning
 
Online learning & adaptive game playing
Online learning & adaptive game playingOnline learning & adaptive game playing
Online learning & adaptive game playing
 
AI_06_Machine Learning.pptx
AI_06_Machine Learning.pptxAI_06_Machine Learning.pptx
AI_06_Machine Learning.pptx
 
Learning
LearningLearning
Learning
 
ML_lec1.pdf
ML_lec1.pdfML_lec1.pdf
ML_lec1.pdf
 
Machine Learning: Decision Trees Chapter 18.1-18.3
Machine Learning: Decision Trees Chapter 18.1-18.3Machine Learning: Decision Trees Chapter 18.1-18.3
Machine Learning: Decision Trees Chapter 18.1-18.3
 
Topic_6
Topic_6Topic_6
Topic_6
 
Forms of learning in ai
Forms of learning in aiForms of learning in ai
Forms of learning in ai
 
Machine Learning Fall, 2007 Course Information
Machine Learning Fall, 2007 Course InformationMachine Learning Fall, 2007 Course Information
Machine Learning Fall, 2007 Course Information
 
MS CS - Selecting Machine Learning Algorithm
MS CS - Selecting Machine Learning AlgorithmMS CS - Selecting Machine Learning Algorithm
MS CS - Selecting Machine Learning Algorithm
 
final report (ppt)
final report (ppt)final report (ppt)
final report (ppt)
 

Más de butest

EL MODELO DE NEGOCIO DE YOUTUBE
EL MODELO DE NEGOCIO DE YOUTUBEEL MODELO DE NEGOCIO DE YOUTUBE
EL MODELO DE NEGOCIO DE YOUTUBEbutest
 
1. MPEG I.B.P frame之不同
1. MPEG I.B.P frame之不同1. MPEG I.B.P frame之不同
1. MPEG I.B.P frame之不同butest
 
LESSONS FROM THE MICHAEL JACKSON TRIAL
LESSONS FROM THE MICHAEL JACKSON TRIALLESSONS FROM THE MICHAEL JACKSON TRIAL
LESSONS FROM THE MICHAEL JACKSON TRIALbutest
 
Timeline: The Life of Michael Jackson
Timeline: The Life of Michael JacksonTimeline: The Life of Michael Jackson
Timeline: The Life of Michael Jacksonbutest
 
Popular Reading Last Updated April 1, 2010 Adams, Lorraine The ...
Popular Reading Last Updated April 1, 2010 Adams, Lorraine The ...Popular Reading Last Updated April 1, 2010 Adams, Lorraine The ...
Popular Reading Last Updated April 1, 2010 Adams, Lorraine The ...butest
 
LESSONS FROM THE MICHAEL JACKSON TRIAL
LESSONS FROM THE MICHAEL JACKSON TRIALLESSONS FROM THE MICHAEL JACKSON TRIAL
LESSONS FROM THE MICHAEL JACKSON TRIALbutest
 
Com 380, Summer II
Com 380, Summer IICom 380, Summer II
Com 380, Summer IIbutest
 
The MYnstrel Free Press Volume 2: Economic Struggles, Meet Jazz
The MYnstrel Free Press Volume 2: Economic Struggles, Meet JazzThe MYnstrel Free Press Volume 2: Economic Struggles, Meet Jazz
The MYnstrel Free Press Volume 2: Economic Struggles, Meet Jazzbutest
 
MICHAEL JACKSON.doc
MICHAEL JACKSON.docMICHAEL JACKSON.doc
MICHAEL JACKSON.docbutest
 
Social Networks: Twitter Facebook SL - Slide 1
Social Networks: Twitter Facebook SL - Slide 1Social Networks: Twitter Facebook SL - Slide 1
Social Networks: Twitter Facebook SL - Slide 1butest
 
Facebook
Facebook Facebook
Facebook butest
 
Executive Summary Hare Chevrolet is a General Motors dealership ...
Executive Summary Hare Chevrolet is a General Motors dealership ...Executive Summary Hare Chevrolet is a General Motors dealership ...
Executive Summary Hare Chevrolet is a General Motors dealership ...butest
 
Welcome to the Dougherty County Public Library's Facebook and ...
Welcome to the Dougherty County Public Library's Facebook and ...Welcome to the Dougherty County Public Library's Facebook and ...
Welcome to the Dougherty County Public Library's Facebook and ...butest
 
NEWS ANNOUNCEMENT
NEWS ANNOUNCEMENTNEWS ANNOUNCEMENT
NEWS ANNOUNCEMENTbutest
 
C-2100 Ultra Zoom.doc
C-2100 Ultra Zoom.docC-2100 Ultra Zoom.doc
C-2100 Ultra Zoom.docbutest
 
MAC Printing on ITS Printers.doc.doc
MAC Printing on ITS Printers.doc.docMAC Printing on ITS Printers.doc.doc
MAC Printing on ITS Printers.doc.docbutest
 
Mac OS X Guide.doc
Mac OS X Guide.docMac OS X Guide.doc
Mac OS X Guide.docbutest
 
WEB DESIGN!
WEB DESIGN!WEB DESIGN!
WEB DESIGN!butest
 

Más de butest (20)

EL MODELO DE NEGOCIO DE YOUTUBE
EL MODELO DE NEGOCIO DE YOUTUBEEL MODELO DE NEGOCIO DE YOUTUBE
EL MODELO DE NEGOCIO DE YOUTUBE
 
1. MPEG I.B.P frame之不同
1. MPEG I.B.P frame之不同1. MPEG I.B.P frame之不同
1. MPEG I.B.P frame之不同
 
LESSONS FROM THE MICHAEL JACKSON TRIAL
LESSONS FROM THE MICHAEL JACKSON TRIALLESSONS FROM THE MICHAEL JACKSON TRIAL
LESSONS FROM THE MICHAEL JACKSON TRIAL
 
Timeline: The Life of Michael Jackson
Timeline: The Life of Michael JacksonTimeline: The Life of Michael Jackson
Timeline: The Life of Michael Jackson
 
Popular Reading Last Updated April 1, 2010 Adams, Lorraine The ...
Popular Reading Last Updated April 1, 2010 Adams, Lorraine The ...Popular Reading Last Updated April 1, 2010 Adams, Lorraine The ...
Popular Reading Last Updated April 1, 2010 Adams, Lorraine The ...
 
LESSONS FROM THE MICHAEL JACKSON TRIAL
LESSONS FROM THE MICHAEL JACKSON TRIALLESSONS FROM THE MICHAEL JACKSON TRIAL
LESSONS FROM THE MICHAEL JACKSON TRIAL
 
Com 380, Summer II
Com 380, Summer IICom 380, Summer II
Com 380, Summer II
 
PPT
PPTPPT
PPT
 
The MYnstrel Free Press Volume 2: Economic Struggles, Meet Jazz
The MYnstrel Free Press Volume 2: Economic Struggles, Meet JazzThe MYnstrel Free Press Volume 2: Economic Struggles, Meet Jazz
The MYnstrel Free Press Volume 2: Economic Struggles, Meet Jazz
 
MICHAEL JACKSON.doc
MICHAEL JACKSON.docMICHAEL JACKSON.doc
MICHAEL JACKSON.doc
 
Social Networks: Twitter Facebook SL - Slide 1
Social Networks: Twitter Facebook SL - Slide 1Social Networks: Twitter Facebook SL - Slide 1
Social Networks: Twitter Facebook SL - Slide 1
 
Facebook
Facebook Facebook
Facebook
 
Executive Summary Hare Chevrolet is a General Motors dealership ...
Executive Summary Hare Chevrolet is a General Motors dealership ...Executive Summary Hare Chevrolet is a General Motors dealership ...
Executive Summary Hare Chevrolet is a General Motors dealership ...
 
Welcome to the Dougherty County Public Library's Facebook and ...
Welcome to the Dougherty County Public Library's Facebook and ...Welcome to the Dougherty County Public Library's Facebook and ...
Welcome to the Dougherty County Public Library's Facebook and ...
 
NEWS ANNOUNCEMENT
NEWS ANNOUNCEMENTNEWS ANNOUNCEMENT
NEWS ANNOUNCEMENT
 
C-2100 Ultra Zoom.doc
C-2100 Ultra Zoom.docC-2100 Ultra Zoom.doc
C-2100 Ultra Zoom.doc
 
MAC Printing on ITS Printers.doc.doc
MAC Printing on ITS Printers.doc.docMAC Printing on ITS Printers.doc.doc
MAC Printing on ITS Printers.doc.doc
 
Mac OS X Guide.doc
Mac OS X Guide.docMac OS X Guide.doc
Mac OS X Guide.doc
 
hier
hierhier
hier
 
WEB DESIGN!
WEB DESIGN!WEB DESIGN!
WEB DESIGN!
 

Machine Learning

  • 1. Machine Learning CPSC 315 – Programming Studio Spring 2009 Project 2, Lecture 5
  • 2.
  • 3.
  • 4.
  • 5.
  • 6.
  • 7.
  • 8.
  • 9.
  • 10.
  • 11.
  • 12.
  • 13.
  • 14.