What is Data Science - UMIACSjbg/teaching/CSCI_3022/01b.pdf · What is Data Science Data Science:...

12
What is Data Science Data Science: Jordan Boyd-Graber University of Maryland JANUARY 12, 2018 Data Science: Jordan Boyd-Graber | UMD What is Data Science | 1 / 11

Transcript of What is Data Science - UMIACSjbg/teaching/CSCI_3022/01b.pdf · What is Data Science Data Science:...

Page 1: What is Data Science - UMIACSjbg/teaching/CSCI_3022/01b.pdf · What is Data Science Data Science: Jordan Boyd-Graber University of Maryland JANUARY 12, 2018 Data Science: Jordan Boyd-Graber

What is Data Science

Data Science: Jordan Boyd-GraberUniversity of MarylandJANUARY 12, 2018

Data Science: Jordan Boyd-Graber | UMD What is Data Science | 1 / 11

Page 2: What is Data Science - UMIACSjbg/teaching/CSCI_3022/01b.pdf · What is Data Science Data Science: Jordan Boyd-Graber University of Maryland JANUARY 12, 2018 Data Science: Jordan Boyd-Graber

Mathematical Foundations

Data

X

Answers

Y

Hidden Structure

Z

Data Science: Jordan Boyd-Graber | UMD What is Data Science | 2 / 11

Page 3: What is Data Science - UMIACSjbg/teaching/CSCI_3022/01b.pdf · What is Data Science Data Science: Jordan Boyd-Graber University of Maryland JANUARY 12, 2018 Data Science: Jordan Boyd-Graber

Will NetFlix user 24601 like Transformers?

Data Science: Jordan Boyd-Graber | UMD What is Data Science | 3 / 11

Page 4: What is Data Science - UMIACSjbg/teaching/CSCI_3022/01b.pdf · What is Data Science Data Science: Jordan Boyd-Graber University of Maryland JANUARY 12, 2018 Data Science: Jordan Boyd-Graber

Will NetFlix user 24601 like Transformers?

Data Science: Jordan Boyd-Graber | UMD What is Data Science | 4 / 11

Page 5: What is Data Science - UMIACSjbg/teaching/CSCI_3022/01b.pdf · What is Data Science Data Science: Jordan Boyd-Graber University of Maryland JANUARY 12, 2018 Data Science: Jordan Boyd-Graber

How do you know?

1   2   5   3   3   …   1   4  

3   ...   3  

2   …  

2   5   …   3  

1   …   2  

…   …   …   …   …   …   …   …   …   …   …   …   …   …   …  

3   4   …  

1   3   4   3   4   2   …  

2   …  

2   …  

5   …  

5   …  

100,000+  Titles  

~10  Million  Ac

coun

ts  

Training  Data  

Tes,ng  Data  

?  (most  recent  

ra>ngs)  

Data Science: Jordan Boyd-Graber | UMD What is Data Science | 5 / 11

Page 6: What is Data Science - UMIACSjbg/teaching/CSCI_3022/01b.pdf · What is Data Science Data Science: Jordan Boyd-Graber University of Maryland JANUARY 12, 2018 Data Science: Jordan Boyd-Graber

Group many images and determine the number of groups

Data Science: Jordan Boyd-Graber | UMD What is Data Science | 6 / 11

Page 7: What is Data Science - UMIACSjbg/teaching/CSCI_3022/01b.pdf · What is Data Science Data Science: Jordan Boyd-Graber University of Maryland JANUARY 12, 2018 Data Science: Jordan Boyd-Graber

Which genes are associated with a disease? How can expression values be

used to predict survival?

Data Science: Jordan Boyd-Graber | UMD What is Data Science | 7 / 11

Page 8: What is Data Science - UMIACSjbg/teaching/CSCI_3022/01b.pdf · What is Data Science Data Science: Jordan Boyd-Graber University of Maryland JANUARY 12, 2018 Data Science: Jordan Boyd-Graber

Is it likely that this stock was traded based on illegal insider information?

Data Science: Jordan Boyd-Graber | UMD What is Data Science | 8 / 11

Page 9: What is Data Science - UMIACSjbg/teaching/CSCI_3022/01b.pdf · What is Data Science Data Science: Jordan Boyd-Graber University of Maryland JANUARY 12, 2018 Data Science: Jordan Boyd-Graber

Who will vote and for whom?

Data Science: Jordan Boyd-Graber | UMD What is Data Science | 9 / 11

Page 10: What is Data Science - UMIACSjbg/teaching/CSCI_3022/01b.pdf · What is Data Science Data Science: Jordan Boyd-Graber University of Maryland JANUARY 12, 2018 Data Science: Jordan Boyd-Graber

Is this spam?

Subject: CHARITY.Date: February 4, 2008 10:22:25 AM ESTTo: undisclosed-recipients:;Reply-To: [email protected]

Dear Beloved,

My name is Mrs. Susan Polla, from ITALY. If you are a christian andinterested in charity please reply me at : ([email protected]) for insight.Respectfully,Mrs Susan Polla.

Data Science: Jordan Boyd-Graber | UMD What is Data Science | 10 / 11

Page 11: What is Data Science - UMIACSjbg/teaching/CSCI_3022/01b.pdf · What is Data Science Data Science: Jordan Boyd-Graber University of Maryland JANUARY 12, 2018 Data Science: Jordan Boyd-Graber

Where are the faces?

STAT 151B

AdministrativeInfo

Introduction

Example: face detection

!"#$%&''( )*+,-./0%1-%2,./%#34./001-56%7/8/.814-% ((

9:;/31</-8,=%$/0>=806%?$4@=/A%/8%,=B%CDE

Data Science: Jordan Boyd-Graber | UMD What is Data Science | 11 / 11

Page 12: What is Data Science - UMIACSjbg/teaching/CSCI_3022/01b.pdf · What is Data Science Data Science: Jordan Boyd-Graber University of Maryland JANUARY 12, 2018 Data Science: Jordan Boyd-Graber

Data contain patternsthat can help us solve problems.

Data Science: Jordan Boyd-Graber | UMD What is Data Science | 12 / 11