SlideShare ist ein Scribd-Unternehmen logo

slides

•Als PPT, PDF herunterladen•
•
B
butest

The document provides an introduction to machine learning techniques for category representation, outlining topics like clustering, classification, dimensionality reduction, and density estimation. It discusses supervised, unsupervised, and semi-supervised learning approaches and how to evaluate models using techniques like cross-validation to avoid overfitting. The goal of the course is to introduce common machine learning algorithms used in object recognition systems.

1 von 39
Introduction to Machine Learning for Category Representation Jakob Verbeek November 27, 2009 Many slides adapted from S. Lazebnik
Plan for this course ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
What is machine learning? ,[object Object],[object Object],[object Object]
Why machine learning? ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Steps in machine learning ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Data Representation ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Probability & Statistics in Learning ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Different forms of learning ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[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]
Classification ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Example of classification Given: training images and their categories What are the categories of these test images?
Regression ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Example of regression ,[object Object]
Regression: example 2 ,[object Object],[object Object],T. Leyvand, D. Cohen-Or, G. Dror, and D. Lischinski, Data-driven enhancement of facial attractiveness, SIGGRAPH 2008 Vector of distances v Attractiveness score f(v)
Other forms of supervised learning ,[object Object],Image Word
Structured Prediction ,[object Object],[object Object],Source: D. Ramanan model
Other supervised learning scenarios ,[object Object],Pairwise constraints Source: X. Sui, K. Grauman
Learning face similarities ,[object Object],[object Object],[object Object],[Guillaumin, Verbeek, Schmid, ICCV 2009]
Unsupervised learning ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Clustering ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Clustering example ,[object Object],[object Object],[Guillaumin, Verbeek, Schmid, ICCV 2009]
Dimension reduction ,[object Object],[object Object],[object Object]
Dimension reduction ,[object Object],[object Object],[object Object]
Dimension reduction
Topic models ,[object Object]
Topic models for images ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Density estimation ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Different forms of learning ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Semi-supervised learning ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],?
Example of semi-supervised learning ,[object Object],[object Object],[object Object],[Nigam et al., Machine Learning, Vol. 39, pp 103—134, 2000]
Active learning ,[object Object],[object Object],[object Object],S. Vijayanarasimhan and K. Grauman, “Cost-Sensitive Active Visual Category Learning,” 2009 
Generalization ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Achieving good generalization ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Bias/variance tradeoff ,[object Object]
Bias/variance tradeoff ,[object Object],[object Object],2
Bias/variance tradeoff ,[object Object],[object Object],[object Object],[object Object],2
Underfitting and overfitting ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Methodology ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Source: R. Parr
Plan for this course ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]

Empfohlen

EMOTION DETECTION USING AI
EMOTION DETECTION USING AIEMOTION DETECTION USING AI
EMOTION DETECTION USING AI
Aantariksh Developers
 
Facial Emoji Recognition
Facial Emoji RecognitionFacial Emoji Recognition
Facial Emoji Recognition
ijtsrd
 
Facial Emotion Recognition: A Deep Learning approach
Facial Emotion Recognition: A Deep Learning approachFacial Emotion Recognition: A Deep Learning approach
Facial Emotion Recognition: A Deep Learning approach
AshwinRachha
 
Facial Expression Recognition via Python
Facial Expression Recognition via PythonFacial Expression Recognition via Python
Facial Expression Recognition via Python
Saurav Gupta
 
Term11566
Term11566Term11566
Term11566
Mukesh0420
 
Lecture #1: Introduction to machine learning (ML)
Lecture #1: Introduction to machine learning (ML)Lecture #1: Introduction to machine learning (ML)
Lecture #1: Introduction to machine learning (ML)
butest
 
Facial recognition
Facial recognitionFacial recognition
Facial recognition
Kartik Raghuvanshi
 
DagdelenSiriwardaneY..
DagdelenSiriwardaneY..DagdelenSiriwardaneY..
DagdelenSiriwardaneY..
butest
 

Empfohlen

EMOTION DETECTION USING AI
EMOTION DETECTION USING AIEMOTION DETECTION USING AI
EMOTION DETECTION USING AI
Aantariksh Developers
 
Facial Emoji Recognition
Facial Emoji RecognitionFacial Emoji Recognition
Facial Emoji Recognition
ijtsrd
 
Facial Emotion Recognition: A Deep Learning approach
Facial Emotion Recognition: A Deep Learning approachFacial Emotion Recognition: A Deep Learning approach
Facial Emotion Recognition: A Deep Learning approach
AshwinRachha
 
Facial Expression Recognition via Python
Facial Expression Recognition via PythonFacial Expression Recognition via Python
Facial Expression Recognition via Python
Saurav Gupta
 
Term11566
Term11566Term11566
Term11566
Mukesh0420
 
Lecture #1: Introduction to machine learning (ML)
Lecture #1: Introduction to machine learning (ML)Lecture #1: Introduction to machine learning (ML)
Lecture #1: Introduction to machine learning (ML)
butest
 
Facial recognition
Facial recognitionFacial recognition
Facial recognition
Kartik Raghuvanshi
 
DagdelenSiriwardaneY..
DagdelenSiriwardaneY..DagdelenSiriwardaneY..
DagdelenSiriwardaneY..
butest
 
Internship project presentation_final_upload
Internship project presentation_final_uploadInternship project presentation_final_upload
Internship project presentation_final_upload
Suraj Rathore
 
Automatic Attendace using convolutional neural network Face Recognition
Automatic Attendace using convolutional neural network Face RecognitionAutomatic Attendace using convolutional neural network Face Recognition
Automatic Attendace using convolutional neural network Face Recognition
vatsal199567
 
A neural ada boost based facial expression recogniton System
A neural ada boost based facial expression recogniton SystemA neural ada boost based facial expression recogniton System
A neural ada boost based facial expression recogniton System
International Islamic University
 
Machine Learning Tutorial Part - 1 | Machine Learning Tutorial For Beginners ...
Machine Learning Tutorial Part - 1 | Machine Learning Tutorial For Beginners ...Machine Learning Tutorial Part - 1 | Machine Learning Tutorial For Beginners ...
Machine Learning Tutorial Part - 1 | Machine Learning Tutorial For Beginners ...
Simplilearn
 
Face Recognition System Using Local Ternary Pattern and Signed Number Multipl...
Face Recognition System Using Local Ternary Pattern and Signed Number Multipl...Face Recognition System Using Local Ternary Pattern and Signed Number Multipl...
Face Recognition System Using Local Ternary Pattern and Signed Number Multipl...
inventionjournals
 
AI Algorithms
AI AlgorithmsAI Algorithms
AI Algorithms
Dr. C.V. Suresh Babu
 
MachineLearning.ppt
MachineLearning.pptMachineLearning.ppt
MachineLearning.ppt
butest
 
Face Recognition
Face RecognitionFace Recognition
Face Recognition
laknatha
 
Ijarcet vol-2-issue-4-1415-1419
Ijarcet vol-2-issue-4-1415-1419Ijarcet vol-2-issue-4-1415-1419
Ijarcet vol-2-issue-4-1415-1419
Editor IJARCET
 
Machine learning basics using trees algorithm (Random forest, Gradient Boosting)
Machine learning basics using trees algorithm (Random forest, Gradient Boosting)Machine learning basics using trees algorithm (Random forest, Gradient Boosting)
Machine learning basics using trees algorithm (Random forest, Gradient Boosting)
Parth Khare
 
Face recogntion using PCA algorithm
Face recogntion using PCA algorithmFace recogntion using PCA algorithm
Face recogntion using PCA algorithm
Ashwini Awatare
 
Machine Learning in e commerce - Reboot
Machine Learning in e commerce - RebootMachine Learning in e commerce - Reboot
Machine Learning in e commerce - Reboot
Marion DE SOUSA
 
Machine learning_ Replicating Human Brain
Machine learning_ Replicating Human BrainMachine learning_ Replicating Human Brain
Machine learning_ Replicating Human Brain
Nishant Jain
 
Mis End Term Exam Theory Concepts
Mis End Term Exam Theory ConceptsMis End Term Exam Theory Concepts
Mis End Term Exam Theory Concepts
Vidya sagar Sharma
 
Face Recognition: From Scratch To Hatch / Эдуард Тянтов (Mail.ru Group)
Face Recognition: From Scratch To Hatch / Эдуард Тянтов (Mail.ru Group)Face Recognition: From Scratch To Hatch / Эдуард Тянтов (Mail.ru Group)
Face Recognition: From Scratch To Hatch / Эдуард Тянтов (Mail.ru Group)
Ontico
 
Using Deep Learning to Find Similar Dresses
Using Deep Learning to Find Similar DressesUsing Deep Learning to Find Similar Dresses
Using Deep Learning to Find Similar Dresses
HJ van Veen
 
Machine Learning Lecture 3 Decision Trees
Machine Learning Lecture 3 Decision TreesMachine Learning Lecture 3 Decision Trees
Machine Learning Lecture 3 Decision Trees
ananth
 
Methodological study of opinion mining and sentiment analysis techniques
Methodological study of opinion mining and sentiment analysis techniquesMethodological study of opinion mining and sentiment analysis techniques
Methodological study of opinion mining and sentiment analysis techniques
ijsc
 
A machine learning approach to web page filtering using ...
A machine learning approach to web page filtering using ...A machine learning approach to web page filtering using ...
A machine learning approach to web page filtering using ...
butest
 
Product Overview
Product OverviewProduct Overview
Product Overview
butest
 
Download
DownloadDownload
Download
butest
 
EDU 508 Course Title: 21 Things Every 21st Century Educator Should ...
EDU 508 Course Title: 21 Things Every 21st Century Educator Should ...EDU 508 Course Title: 21 Things Every 21st Century Educator Should ...
EDU 508 Course Title: 21 Things Every 21st Century Educator Should ...
butest
 

Weitere ähnliche Inhalte

Was ist angesagt?

Machine Learning Tutorial Part - 1 | Machine Learning Tutorial For Beginners ...
Machine Learning Tutorial Part - 1 | Machine Learning Tutorial For Beginners ...Machine Learning Tutorial Part - 1 | Machine Learning Tutorial For Beginners ...
Machine Learning Tutorial Part - 1 | Machine Learning Tutorial For Beginners ...
Simplilearn
 
Face Recognition System Using Local Ternary Pattern and Signed Number Multipl...
Face Recognition System Using Local Ternary Pattern and Signed Number Multipl...Face Recognition System Using Local Ternary Pattern and Signed Number Multipl...
Face Recognition System Using Local Ternary Pattern and Signed Number Multipl...
inventionjournals
 
MachineLearning.ppt
MachineLearning.pptMachineLearning.ppt
MachineLearning.ppt
butest
 
Face Recognition
Face RecognitionFace Recognition
Face Recognition
laknatha
 
Ijarcet vol-2-issue-4-1415-1419
Ijarcet vol-2-issue-4-1415-1419Ijarcet vol-2-issue-4-1415-1419
Ijarcet vol-2-issue-4-1415-1419
Editor IJARCET
 
Face recogntion using PCA algorithm
Face recogntion using PCA algorithmFace recogntion using PCA algorithm
Face recogntion using PCA algorithm
Ashwini Awatare
 
Face Recognition: From Scratch To Hatch / Эдуард Тянтов (Mail.ru Group)
Face Recognition: From Scratch To Hatch / Эдуард Тянтов (Mail.ru Group)Face Recognition: From Scratch To Hatch / Эдуард Тянтов (Mail.ru Group)
Face Recognition: From Scratch To Hatch / Эдуард Тянтов (Mail.ru Group)
Ontico
 
Methodological study of opinion mining and sentiment analysis techniques
Methodological study of opinion mining and sentiment analysis techniquesMethodological study of opinion mining and sentiment analysis techniques
Methodological study of opinion mining and sentiment analysis techniques
ijsc
 

Was ist angesagt? (18)

Internship project presentation_final_upload
Internship project presentation_final_uploadInternship project presentation_final_upload
Internship project presentation_final_upload
 
Automatic Attendace using convolutional neural network Face Recognition
Automatic Attendace using convolutional neural network Face RecognitionAutomatic Attendace using convolutional neural network Face Recognition
Automatic Attendace using convolutional neural network Face Recognition
 
A neural ada boost based facial expression recogniton System
A neural ada boost based facial expression recogniton SystemA neural ada boost based facial expression recogniton System
A neural ada boost based facial expression recogniton System
 
Machine Learning Tutorial Part - 1 | Machine Learning Tutorial For Beginners ...
Machine Learning Tutorial Part - 1 | Machine Learning Tutorial For Beginners ...Machine Learning Tutorial Part - 1 | Machine Learning Tutorial For Beginners ...
Machine Learning Tutorial Part - 1 | Machine Learning Tutorial For Beginners ...
 
Face Recognition System Using Local Ternary Pattern and Signed Number Multipl...
Face Recognition System Using Local Ternary Pattern and Signed Number Multipl...Face Recognition System Using Local Ternary Pattern and Signed Number Multipl...
Face Recognition System Using Local Ternary Pattern and Signed Number Multipl...
 
AI Algorithms
AI AlgorithmsAI Algorithms
AI Algorithms
 
MachineLearning.ppt
MachineLearning.pptMachineLearning.ppt
MachineLearning.ppt
 
Face Recognition
Face RecognitionFace Recognition
Face Recognition
 
Ijarcet vol-2-issue-4-1415-1419
Ijarcet vol-2-issue-4-1415-1419Ijarcet vol-2-issue-4-1415-1419
Ijarcet vol-2-issue-4-1415-1419
 
Machine learning basics using trees algorithm (Random forest, Gradient Boosting)
Machine learning basics using trees algorithm (Random forest, Gradient Boosting)Machine learning basics using trees algorithm (Random forest, Gradient Boosting)
Machine learning basics using trees algorithm (Random forest, Gradient Boosting)
 
Face recogntion using PCA algorithm
Face recogntion using PCA algorithmFace recogntion using PCA algorithm
Face recogntion using PCA algorithm
 
Machine Learning in e commerce - Reboot
Machine Learning in e commerce - RebootMachine Learning in e commerce - Reboot
Machine Learning in e commerce - Reboot
 
Machine learning_ Replicating Human Brain
Machine learning_ Replicating Human BrainMachine learning_ Replicating Human Brain
Machine learning_ Replicating Human Brain
 
Mis End Term Exam Theory Concepts
Mis End Term Exam Theory ConceptsMis End Term Exam Theory Concepts
Mis End Term Exam Theory Concepts
 
Face Recognition: From Scratch To Hatch / Эдуард Тянтов (Mail.ru Group)
Face Recognition: From Scratch To Hatch / Эдуард Тянтов (Mail.ru Group)Face Recognition: From Scratch To Hatch / Эдуард Тянтов (Mail.ru Group)
Face Recognition: From Scratch To Hatch / Эдуард Тянтов (Mail.ru Group)
 
Using Deep Learning to Find Similar Dresses
Using Deep Learning to Find Similar DressesUsing Deep Learning to Find Similar Dresses
Using Deep Learning to Find Similar Dresses
 
Machine Learning Lecture 3 Decision Trees
Machine Learning Lecture 3 Decision TreesMachine Learning Lecture 3 Decision Trees
Machine Learning Lecture 3 Decision Trees
 
Methodological study of opinion mining and sentiment analysis techniques
Methodological study of opinion mining and sentiment analysis techniquesMethodological study of opinion mining and sentiment analysis techniques
Methodological study of opinion mining and sentiment analysis techniques
 

Andere mochten auch

A machine learning approach to web page filtering using ...
A machine learning approach to web page filtering using ...A machine learning approach to web page filtering using ...
A machine learning approach to web page filtering using ...
butest
 
Product Overview
Product OverviewProduct Overview
Product Overview
butest
 
Download
DownloadDownload
Download
butest
 
EDU 508 Course Title: 21 Things Every 21st Century Educator Should ...
EDU 508 Course Title: 21 Things Every 21st Century Educator Should ...EDU 508 Course Title: 21 Things Every 21st Century Educator Should ...
EDU 508 Course Title: 21 Things Every 21st Century Educator Should ...
butest
 
L'hiver en Russie
L'hiver en RussieL'hiver en Russie
L'hiver en Russie
Lily Lake
 
Summer Internships at the Center for Advanced Research The Center ...
Summer Internships at the Center for Advanced Research The Center ...Summer Internships at the Center for Advanced Research The Center ...
Summer Internships at the Center for Advanced Research The Center ...
butest
 
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
 
EL MODELO DE NEGOCIO DE YOUTUBE
EL MODELO DE NEGOCIO DE YOUTUBEEL MODELO DE NEGOCIO DE YOUTUBE
EL MODELO DE NEGOCIO DE YOUTUBE
butest
 

Andere mochten auch (8)

A machine learning approach to web page filtering using ...
A machine learning approach to web page filtering using ...A machine learning approach to web page filtering using ...
A machine learning approach to web page filtering using ...
 
Product Overview
Product OverviewProduct Overview
Product Overview
 
Download
DownloadDownload
Download
 
EDU 508 Course Title: 21 Things Every 21st Century Educator Should ...
EDU 508 Course Title: 21 Things Every 21st Century Educator Should ...EDU 508 Course Title: 21 Things Every 21st Century Educator Should ...
EDU 508 Course Title: 21 Things Every 21st Century Educator Should ...
 
L'hiver en Russie
L'hiver en RussieL'hiver en Russie
L'hiver en Russie
 
Summer Internships at the Center for Advanced Research The Center ...
Summer Internships at the Center for Advanced Research The Center ...Summer Internships at the Center for Advanced Research The Center ...
Summer Internships at the Center for Advanced Research The Center ...
 
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
 
EL MODELO DE NEGOCIO DE YOUTUBE
EL MODELO DE NEGOCIO DE YOUTUBEEL MODELO DE NEGOCIO DE YOUTUBE
EL MODELO DE NEGOCIO DE YOUTUBE
 

Ähnlich wie slides

Introduction
IntroductionIntroduction
Introduction
butest
 
Introduction
IntroductionIntroduction
Introduction
butest
 
Introduction
IntroductionIntroduction
Introduction
butest
 
Introduction to Machine Learning.
Introduction to Machine Learning.Introduction to Machine Learning.
Introduction to Machine Learning.
butest
 
Machine Learning - Deep Learning
Machine Learning - Deep LearningMachine Learning - Deep Learning
Machine Learning - Deep Learning
Adetimehin Oluwasegun Matthew
 
Introduction to machine learning
Introduction to machine learningIntroduction to machine learning
Introduction to machine learning
Adetimehin Oluwasegun Matthew
 
Machine Learning: Foundations Course Number 0368403401
Machine Learning: Foundations Course Number 0368403401Machine Learning: Foundations Course Number 0368403401
Machine Learning: Foundations Course Number 0368403401
butest
 
Machine Learning: Foundations Course Number 0368403401
Machine Learning: Foundations Course Number 0368403401Machine Learning: Foundations Course Number 0368403401
Machine Learning: Foundations Course Number 0368403401
butest
 
Introduction to Machine Learning Aristotelis Tsirigos
Introduction to Machine Learning Aristotelis Tsirigos Introduction to Machine Learning Aristotelis Tsirigos
Introduction to Machine Learning Aristotelis Tsirigos
butest
 
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
butest
 
Week_1 Machine Learning introduction.pptx
Week_1 Machine Learning introduction.pptxWeek_1 Machine Learning introduction.pptx
Week_1 Machine Learning introduction.pptx
muhammadsamroz
 
Machine Learning presentation.
Machine Learning presentation.Machine Learning presentation.
Machine Learning presentation.
butest
 

Ähnlich wie slides (20)

Introduction
IntroductionIntroduction
Introduction
 
Introduction
IntroductionIntroduction
Introduction
 
Introduction
IntroductionIntroduction
Introduction
 
Lecture 09(introduction to machine learning)
Lecture 09(introduction to machine learning)Lecture 09(introduction to machine learning)
Lecture 09(introduction to machine learning)
 
Introduction to Machine Learning.
Introduction to Machine Learning.Introduction to Machine Learning.
Introduction to Machine Learning.
 
Machine Learning - Deep Learning
Machine Learning - Deep LearningMachine Learning - Deep Learning
Machine Learning - Deep Learning
 
Introduction to machine learning
Introduction to machine learningIntroduction to machine learning
Introduction to machine learning
 
5. Machine Learning.pptx
5. Machine Learning.pptx5. Machine Learning.pptx
5. Machine Learning.pptx
 
AI_06_Machine Learning.pptx
AI_06_Machine Learning.pptxAI_06_Machine Learning.pptx
AI_06_Machine Learning.pptx
 
Machine Learning: Foundations Course Number 0368403401
Machine Learning: Foundations Course Number 0368403401Machine Learning: Foundations Course Number 0368403401
Machine Learning: Foundations Course Number 0368403401
 
Machine Learning: Foundations Course Number 0368403401
Machine Learning: Foundations Course Number 0368403401Machine Learning: Foundations Course Number 0368403401
Machine Learning: Foundations Course Number 0368403401
 
Machine learning presentation (razi)
Machine learning presentation (razi)Machine learning presentation (razi)
Machine learning presentation (razi)
 
Machine learning ppt unit one syllabuspptx
Machine learning ppt unit one syllabuspptxMachine learning ppt unit one syllabuspptx
Machine learning ppt unit one syllabuspptx
 
Introduction to Machine Learning Aristotelis Tsirigos
Introduction to Machine Learning Aristotelis Tsirigos Introduction to Machine Learning Aristotelis Tsirigos
Introduction to Machine Learning Aristotelis Tsirigos
 
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
 
Week_1 Machine Learning introduction.pptx
Week_1 Machine Learning introduction.pptxWeek_1 Machine Learning introduction.pptx
Week_1 Machine Learning introduction.pptx
 
module 6 (1).ppt
module 6 (1).pptmodule 6 (1).ppt
module 6 (1).ppt
 
Machine Learning presentation.
Machine Learning presentation.Machine Learning presentation.
Machine Learning presentation.
 
An Introduction to Machine Learning
An Introduction to Machine LearningAn Introduction to Machine Learning
An Introduction to Machine Learning
 
Machine learning module 2
Machine learning module 2Machine learning module 2
Machine learning module 2
 

Mehr von butest

LESSONS FROM THE MICHAEL JACKSON TRIAL
LESSONS FROM THE MICHAEL JACKSON TRIALLESSONS FROM THE MICHAEL JACKSON TRIAL
LESSONS FROM THE MICHAEL JACKSON TRIAL
butest
 
Timeline: The Life of Michael Jackson
Timeline: The Life of Michael JacksonTimeline: The Life of Michael Jackson
Timeline: The Life of Michael Jackson
butest
 
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 TRIAL
butest
 
Com 380, Summer II
Com 380, Summer IICom 380, Summer II
Com 380, Summer II
butest
 
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
butest
 
MICHAEL JACKSON.doc
MICHAEL JACKSON.docMICHAEL JACKSON.doc
MICHAEL JACKSON.doc
butest
 
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
butest
 
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 ANNOUNCEMENT
butest
 
C-2100 Ultra Zoom.doc
C-2100 Ultra Zoom.docC-2100 Ultra Zoom.doc
C-2100 Ultra Zoom.doc
butest
 
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
butest
 
Mac OS X Guide.doc
Mac OS X Guide.docMac OS X Guide.doc
Mac OS X Guide.doc
butest
 
WEB DESIGN!
WEB DESIGN!WEB DESIGN!
WEB DESIGN!
butest
 
resume.doc
resume.docresume.doc
resume.doc
butest
 
Download.doc.doc
Download.doc.docDownload.doc.doc
Download.doc.doc
butest
 

Mehr von butest (20)

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!
 
resume.doc
resume.docresume.doc
resume.doc
 
Download.doc.doc
Download.doc.docDownload.doc.doc
Download.doc.doc
 

slides

  • 1. Introduction to Machine Learning for Category Representation Jakob Verbeek November 27, 2009 Many slides adapted from S. Lazebnik
  • 2.
  • 3.
  • 4.
  • 5.
  • 6.
  • 7.
  • 8.
  • 9.
  • 10.
  • 11. Example of classification Given: training images and their categories What are the categories of these test images?
  • 12.
  • 13.
  • 14.
  • 15.
  • 16.
  • 17.
  • 18.
  • 19.
  • 20.
  • 21.
  • 22.
  • 23.
  • 25.
  • 26.
  • 27.
  • 28.
  • 29.
  • 30.
  • 31.
  • 32.
  • 33.
  • 34.
  • 35.
  • 36.
  • 37.
  • 38.
  • 39.