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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

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