Seldon @ London.AI 2016-03-03
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Transcript of Seldon @ London.AI 2016-03-03
Machine Intelligence for Enterprise
© 2016 Seldon Technologies Ltd. This work is licensed under a Creative Commons Attribution 4.0 International Public License
SELDON.IO
ALEX HOUSLEYFOUNDER 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
2016thebreakoutyearforopenmachineintelligence
● Lowercompute costs● Disruptivestart-ups● Data privacy and
compliance
● Consumerexpectations● Workforceautomation● Datascientistsand
decisionmakerswantcontrol
● CommodificationofML/AItechnologies
● Growthinconnecteddevices (mobile&IoT)
● Exponential data
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
Microservices API
Platform agnostic with no lock-in
Deploy on premise or in the cloud
FinTech Products
Barclays PoC
Machine Intelligence Ecosystem
Global ML Model
+
SELDON.IO
Optimization
TrainingMonitor Impact on KPIs
IndustryModels and Microservices
Constant feedback loop
PredictionsModelsIngest Data
Machine Intelligence Pipeline
SELDON.IO
How to add machine intelligence to your company
Build In-House
3rd Party API
Open Predictive Platform
Control Model Evaluation Time Data Scientists Cost
$$$✔️
Too Many
$$✗
Limited / Unknown
$✔️
Industry Models + Your Own
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
POST/users
/items
/actions
GET /recommend
POST /events
GET /predict
Internal Microservices API
External REST API
R1 IBM Watson
RN Your algorithm!
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 control.
Open source helps organizations focus on the last 10% of the problem.
We’re hiring!www.seldon.io/careers
SELDON.IO
THANK YOU
Alex Housley @ahousley [email protected]
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
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Selecting the best model