Fundamentals of data science

Published on Oct 06, 20163624 Views

ESWC Summer School 2016 - Dubrovnik

Introduction to Data Science00:00

About Me00:17

Hanspeter Pfister00:51

Success Stories/102:33

Success Stories/203:55

Google Flu Trends (GFT)05:34

Measurement Bias09:26

Quality of Measurements10:07

Accurate estimation of influenza epidemics using Google search data via ARGO15:14

The end of Theory16:34

Basics Concepts20:45

Who is a Data Scientist?21:06

Activities of Data Scientists24:22

Collect Organic Data29:29

Sample Bias31:02

Streaming API versus Firehose/133:00

Streaming API versus Firehose/234:27

Streaming API versus Firehose/335:21

Data Bias36:25

Statistics38:58

Describe Data/140:13

Describe Data/240:45

Univariate Data41:45

Bivariate Data41:54

Trivariate Data/141:56

Trivariate Data/242:06

Stories and Conclusions42:24

Sheryl Sandberg42:43

Storytelling44:47

Storytelling Guidelines45:52

Example - Riskiest countries to live in48:12

Conclusions49:47