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Machine Intelligence for Enterprise
© 2016 Seldon Technologies Ltd. This work is licensed under a Creative Commons Attribu...
SELDON.IO
ALEX HOUSLEY
FOUNDER AND CEO
@AHOUSLEY
Open Source Machine Intelligence
03/03/2016
SELDON.IO
August 2014, London
SELDON.IO
October 2014, Brighton
SELDON.IO
Economic Social Technological
2016
the	breakout	year	for	open	machine	intelligence
● Lower	computecosts
● Disrup...
SELDON.IO
Our Journey
2011 2014 2015 2016
Content
Recommendation
Social Sharing
Data scientists in
short supply
Organizati...
SELDON.IO
Optimization
Training
Monitor Impact on
KPIs
Industry
Models and
Microservices
Constant feedback
loop
Prediction...
SELDON.IO
How to add machine intelligence to your company
Build In-House
3rd PartyAPI
Open Predictive
Platform
Control Mod...
SELDON.IO
Predictive
Models
Hyper
Parameters
Data scientists want control
SELDON.IO
Open Source Launch
Documentation
Community
Integration
Sales
SaaS
License
SELDON.IO
Go-To-Market
Horizontal Vertical
Services
Product
SELDON.IO
Seldon Microservices
Seldon
Server
Your
App or
Service
GET /predict
GET /recommend
P1 Vowpal Wabbit
P2 XGBoost
P...
SELDON.IO
Fully Integrated Open-Source Ecosystem
Microservices API Open Source Libraries
Closed APIs Global Models
SELDON.IO
Seldon Container Infrastructure 1.0
SELDON.IO
Seldon 2.0
SELDON.IO
2016 is the breakout year for open source
machine intelligence.
Data scientists and decision makers want
more co...
We’re hiring!
www.seldon.io/careers
SELDON.IO
THANK YOU
Alex Housley @ahousley ah@seldon.io
http://docs.seldon.io/
Thank you! Questions?
SELDON.IO
How do you make money?(the elephant in the room)
OS
Enterprise Services
MLaaS
Partner Ecosystem
SELDON.IO
Community
SELDON.IO
start
test
best
1
2
3
N
Selecting the best model
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Seldon @ London.AI 2016-03-03

Seldon is an open-source machine intelligence platform for enterprise. In this talk for London's AI meetup (http://london.ai/) on 03/03/2016 I cover:
- Seldon's journey from closed source recommendation engine to open source machine learning platform.
- the rapidly evolving open source machine learning landscape and the opportunities this presents.
- overview of Seldon platform architecture and features.
- our strategic direction and roadmap as we move towards our next major release.

To find out more about Seldon:
Github: https://github.com/SeldonIO/seldon-server/
Docs: http://docs.seldon.io/
VM/AMI download: http://www.seldon.io/get-started/
We're hiring: http://www.seldon.io/careers

Big thanks to everyone at the event, the organisers John Henderson, Alexandre Flamant, Nathan Benaich and Danielle Chapman, and to our friends at Rainbird, Magic Pony and Signal - all building amazing AI startups out of the UK.

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Seldon @ London.AI 2016-03-03

  1. 1. Machine Intelligence for Enterprise © 2016 Seldon Technologies Ltd. This work is licensed under a Creative Commons Attribution 4.0 International Public License
  2. 2. SELDON.IO ALEX HOUSLEY FOUNDER AND CEO @AHOUSLEY Open Source Machine Intelligence 03/03/2016
  3. 3. SELDON.IO August 2014, London
  4. 4. SELDON.IO October 2014, Brighton
  5. 5. SELDON.IO Economic Social Technological 2016 the breakout year for open machine intelligence ● Lower computecosts ● Disruptive start-ups ● Data privacy and compliance ● Consumer expectations ● Workforce automation ● Data scientists and decision makers want control ● Commodificationof ML/AI technologies ● Growth in connected devices (mobile & IoT) ● Exponentialdata
  6. 6. SELDON.IO Our Journey 2011 2014 2015 2016 Content Recommendation Social Sharing Data scientists in short supply Organizations want more control and on premise solutions Open Source Machine Learning Recommendation and Prediction MicroservicesAPI Platform agnostic with no lock-in Deploy on premise or in the cloud FinTech Products Barclays PoC Machine Intelligence Ecosystem Global ML Model +
  7. 7. SELDON.IO Optimization Training Monitor Impact on KPIs Industry Models and Microservices Constant feedback loop PredictionsModelsIngest Data Machine Intelligence Pipeline
  8. 8. SELDON.IO How to add machine intelligence to your company Build In-House 3rd PartyAPI Open Predictive Platform Control Model Evaluation Time Data Scientists Cost $$$✔️ Too Many $$✗ Limited / Unknown $✔️ Industry Models +Your Own
  9. 9. SELDON.IO Predictive Models Hyper Parameters Data scientists want control
  10. 10. SELDON.IO Open Source Launch Documentation Community Integration Sales SaaS License
  11. 11. SELDON.IO Go-To-Market Horizontal Vertical Services Product
  12. 12. SELDON.IO Seldon Microservices Seldon Server Your App or Service GET /predict GET /recommend P1 Vowpal Wabbit P2 XGBoost POST /users /items /actions GET /recommend POST /events GET /predict Internal Microservices API External REST API R1 IBM Watson RN Your algorithm!
  13. 13. SELDON.IO Fully Integrated Open-Source Ecosystem Microservices API Open Source Libraries Closed APIs Global Models
  14. 14. SELDON.IO Seldon Container Infrastructure 1.0
  15. 15. SELDON.IO Seldon 2.0
  16. 16. SELDON.IO 2016 is the breakout year for open source machine intelligence. Data scientists and decision makers want more control. Open source helps organizations focus on the last 10% of the problem.
  17. 17. We’re hiring! www.seldon.io/careers
  18. 18. SELDON.IO THANK YOU Alex Housley @ahousley ah@seldon.io http://docs.seldon.io/ Thank you! Questions?
  19. 19. SELDON.IO How do you make money?(the elephant in the room) OS Enterprise Services MLaaS Partner Ecosystem
  20. 20. SELDON.IO Community
  21. 21. SELDON.IO start test best 1 2 3 N Selecting the best model

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