3. We understand how to connect data to human needs to create fulfilling mobile moments
Our solutions
Advertising Platform Digital ContentSocial Data Platform Virtual Reality
4. Data team 20%
of employees are data experts
Holding BSC, MSC and
PHD, Intelligence units
8 Data scientists
10. Using a developer
Knows system architecture
Can tailor code to scale
May be a nice guy!
Cons
Usually won’t know models
Translation of model proves to be difficult
Long time to production
What if something doesn’t work – who’s to
fix it?
Pros
11. HIGH MODEL UPDATE FREQUENCY
Weekly, daily, hourly
HIGH THROUGHPUT
200K requests/second
LOW LATENCY
Max. 25 ms end-to-end
VARIOUS MODELS
LR, RF, etc.
Our
challenges
13. Maintained continuously for 20 years
Industry-oriented
XML format
Declarative
Many models:
Ensembles (!)
Regressions
Trees
Neural networks
K-nearest neighbors
What’s PMML, you ask?
14. What’s PMML, you ask?
Maintained continuously for 20 years
Industry-oriented
XML format
Declarative
Many models:
Ensembles (!)
Maintained continuously for 20 years
Industry-oriented
XML format
Declarative
Many models:
Ensembles (!)
Regressions
Trees
Neural networks
K-nearest neighbors
15. What’s PMML, you ask?
Regressions
Trees
Neural networks
K-nearest neighbors
Maintained continuously for 20 years
Industry-oriented
XML format
Declarative
Many models:
Ensembles (!)
20. Siesta
The gap - closed
Platform developer Data scientist
Explore
data
Build
feature
set
Train
model
Deploy
model
Measure
21. THANK YOU :)
We’re hiring!
www.startapp.com/careers/
shachaf.poran@startapp.com
Editor's Notes
Soda: social data platform
Ad platform: ad platform
Immerse: One of first companies to embed ads in VR.
Digital content: Help physical brands connect to the mobile digital world.