Title:
A Data Miner’s Story – Getting to Know the Grand Challenges
Speaker:
Usama Fayyad
Subject:
Computer Science: Data Mining
Area:
Computer Science
Type of school:
Videolectures.net
School name:
Yahoo! Research
Country:
United States
Course language:
English (United States)
Course media:
Video
Course duration:
48:33
Contributor:
HR
Comments:
A Data Miner’s Story – Getting to Know the Grand Challenges
author: Usama Fayyad, Yahoo! Research
Slides
0:03 KDD-07 Invited Innovation Talk
2:46 Thanks and Gratitude
4:53 A Data Miner’s Story – Getting to Know the Grand Challenges
5:33 Overview
6:11 The data gap …
7:58 What is Data Mining?
8:41 Beyond Data Analysis
9:33 Data Mining and Databases
10:06 Data Mining Grand Vision
10:52 The myths …
11:09 The truths …
11:56 Current state of Databases
13:14 Researcher view
13:35 Practitioner view
14:00 Business view
14:46 A Data Miner’s Story
15:26 Example: Cataloging Sky Objects
16:37 Data Mining Based Solution (1)
18:09 Data Mining Based Solution (2)
19:10 A Data Miner’s Story
20:50 Business Results Gap (1)
21:23 Business Results Gap (2)
22:47 Sample Customers
23:04 A Data Miner’s Story
23:47 DMX Group Mission
24:23 Data Strategy
25:47 Modeling Process
27:25 Map Segments to Actions
29:58 Pragmatic Grand Challenge 3
30:36 Cross-Sell / Up-Sell Example
33:15 Pragmatic Grand Challenge 4
35:37 Technical Challenges (1)
36:01 Technical Challenges (2)
37:18 Technical Challenges (3)
37:37 Summary
37:39 Challenges
38:25 Data Strategy
39:05 A Data Miner’s Story
39:53 Yahoo! Data – A league of its own …
41:12 To be continued …
41:38 Thank You! & Questions?
Download slides: fayyad_usama_adms_01.ppt (1.5 MB)