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Fundamentals of data science
Published on Oct 06, 20163623 Views
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Chapter list
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