Trends, Talks, Cool Stuff
Outline
Overall
• Rich data sources need rich representations
• Data Science needs stronger ties to business
• Networking ...
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...
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
i...
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%
Acad...
#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 ...
Alex Natekin
natekin@dmlabs.org
Thank you!
Invites to
#OpenDataScience
DM Labs
of 16

Meetup #1. Trends, talks, cool stuff.

Alexey on the trends in Russian Data Science community based on discussions at AIST 2015.
Published on: Mar 3, 2016
Published in: Data & Analytics      
Source: www.slideshare.net


Transcripts - Meetup #1. Trends, talks, cool stuff.

  • 1. Trends, Talks, Cool Stuff
  • 2. 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
  • 3. AIST Analysis of Images, Social Networks & Texts DM Labs
  • 4. 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
  • 5. Root of all evil Data Scientists Business problem solution DM Labs
  • 6. Root of all evil Data Scientists Business Business problem identification DM/ML Solution Math problem formulation Proper interface problem solution DM Labs
  • 7. Data Science demography Academy Industry Real world Scientific conferences 20% 80% 80% 20% DM Labs
  • 8. 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%
  • 9. #Open Data Science DM Labs
  • 10. DM Labs
  • 11. DM Labs
  • 12. DM Labs
  • 13. DM Labs dmlabs.org/map_ohohoh
  • 14. DM Labs
  • 15. 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
  • 16. Alex Natekin natekin@dmlabs.org Thank you! Invites to #OpenDataScience DM Labs

Related Documents