icerm.md

ICERM Data Science: references and links

Talk delivered 2015-07-29 at ICERM workshop on "mathematics and data science"

PDF on slideshare of talk slides

context

• google search trends: data science

• indeed job trends: data science

• NYT article from waiter to data scientist

• drew's data science venn diagram, sept 2010

modern history (2009-2001)

• modern published origin: hammerbacher chapter

• contemporary discussion

• elaboration, 2009

• nathan's advisor, early advocate for "science of data"

• cleveland 2001 "data science"

• cleveland publication list

ancient history (1962-2000)

• tukey on visualization

• tukey quotes and biography

• john chambers on statistical computation including tukey influence

• tufte's VDQI

• JWT's EDA

• history rant email CW -> HW

DS in biology

• virus paper

• virus code

• breiman's two cultures 2001 (with rejoinder)

NYT

context

• TimesMachine: Thursday September 18, 1851 - NYTimes.com

• The New York Times Introduces a Web Site - NYTimes.com

• The New York Times Company | The New York Times Company

• The leaked New York Times innovation report is one of the key documents of this media age » Nieman Journalism Lab

learnings

• regression picture (from stack overflow)

• michael jordan talk (slides+video)

• How The New York Times Works

• Machine Learning For Journalism at The New York Times | Techjaw

• modeling audiences via inference/unsupervised learning

why now / people, ideas, and things (in that order)

• Free-fall: Adjusted for inflation, print newspaper advertising revenue in 2012 was lower than in 1950 - AEI | Carpe Diem Blog

• Whats A Startup? First Principles. | Steve Blank

• Disruptive innovation (wikipedia)

data science including in industry

• CW/JMH class spring 2015

• FB paper

• NFLX on A/B testing

• GOOG on multi armed bandits

• site with visaliztion of topic models for articles

• example of an API

learn more

• CW/JMH class data sciecne in R github repo

• CW class data science in python repo

• example of playing with data hackNY alumus

• list of datasets from JMH

• Big free stats book "elements of statistical learning theory"

• textbook on staitsitcs in R w/o calculus