Trends, Talks, Cool Stuff

Outline

Overall • Rich data sources need rich representations

• Data Science needs stronger ties to business

• Networking is magic

Discussion • More data is better: collect more, utilize all sources!

• Do cool stuff for yourself

DM Labs

AIST

Analysis of Images, Social Networks & Texts

DM Labs

AIST

Data Representation Analysis

• I: go deep/conv

• S: go ego

• T: go graph

• Multi-modal

• Merge sources

• Adapt to big

• …sorry, nothing

else for ya

…go read EoSL

DM Labs

Root of all evil

Data Scientists Business

problem

solution

DM Labs

Root of all evil

Data Scientists Business

Business problem

identification

DM/ML

Solution

Math problem

formulation

Proper

interface

problem

solution

DM Labs

Data Science demography

Academy Industry

Real

world

Scientific

conferences

20% 80%

80% 20%

DM Labs

Data Science demography

Industry-oriented

Industry

Real

world

Scientific

conferences

16% 80%

48% 4%

Pure magic

4%

48%

Academy

80% 16%

DM Labs

64% 16% 20%

#Open Data Science

DM Labs

DM Labs

DM Labs

DM Labs

DM Labs

dmlabs.org/map_ohohoh

DM Labs

Outline

Overall • Rich data sources need rich representations

• Data Science needs stronger ties to business

• Networking is magic

Discussion • More data is better: collect more, utilize all sources!

• Do cool stuff for yourself

DM Labs

Alex Natekin

natekin@dmlabs.org

Thank you!

Invites to

#OpenDataScience

DM Labs