Autumn School 2006: Machine Learning over Text and Images - Pittsburgh

Autumn School 2006: Machine Learning over Text and Images - Pittsburgh

15 Lectures · Sep 25, 2006

About

Machine learning approaches to natural language processing problems such as information retrieval, document classification, and information extraction have developed rapidly over recent years. Even more recently, the joint analysis of text and images has become a significant focus for machine learning. This autumn school will summarize the state of the art in machine learning for text analysis and for joint text/image analysis, as presented by researchers active in these fields. It is intended for students who already have a familiarity with machine learning, and is designed for software developers, graduate students, and advanced researchers with an interest in learning more about this area.

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Introduction

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16:07

Introduction to the Machine Learning over Text & Images - Autumn School by Eric ...

Eric P. Xing

Feb 25, 2007

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14540 Views

Introduction

Lectures

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55:47

Text Classification

William Cohen

Feb 25, 2007

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52948 Views

Lecture
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01:01:37

Text Information Extraction

Kamal Nigam

Feb 25, 2007

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33964 Views

Lecture
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01:01:20

Semisupervised Learning Approaches

Tom Mitchell

Feb 25, 2007

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85047 Views

Lecture
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28:39

Image Analysis

Christos Faloutsos

Feb 25, 2007

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12298 Views

Lecture
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01:07:14

Generative Latent Space Models for Text and Image

Eric P. Xing

Feb 25, 2007

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9290 Views

Lecture
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58:39

Undirected Graphical Models for Text & Image

Eric P. Xing

Feb 25, 2007

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6815 Views

Lecture
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01:06:55

Generative Models for Visual Objects and Object Recognition via Bayesian Inferen...

Fei-Fei Li

Feb 25, 2007

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68987 Views

Lecture
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49:49

Joint Mining of Biological Text and Images: Case Studies

Robert Murphy

Feb 25, 2007

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6584 Views

Lecture

Interviews

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08:36

Interview with Tom Mitchell

Feb 25, 2007

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74376 Views

Interview
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06:47

Interview with Eric Xing

Feb 25, 2007

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9364 Views

Interview
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04:38

Interview with Fei-Fei Li

Feb 25, 2007

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20364 Views

Interview
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07:08

Interview with Robert Murphy

Feb 25, 2007

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4555 Views

Interview
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03:41

Interview with Kamal Nigam

Feb 25, 2007

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6544 Views

Interview
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05:47

Interview with Christos Faloutsos

Feb 25, 2007

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7076 Views

Interview