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

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October 2014, Brighton

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Economic Social Technological

2016thebreakoutyearforopenmachineintelligence

● Lowercompute costs● Disruptivestart-ups● Data privacy and

compliance

● Consumerexpectations● Workforceautomation● Datascientistsand

decisionmakerswantcontrol

● CommodificationofML/AItechnologies

● Growthinconnecteddevices (mobile&IoT)

● Exponential data

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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

+

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Optimization

TrainingMonitor Impact on KPIs

IndustryModels and Microservices

Constant feedback loop

PredictionsModelsIngest Data

Machine Intelligence Pipeline

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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

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Predictive Models

Hyper Parameters

Data scientists want control

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Open Source Launch

Documentation

Community

Integration

Sales

SaaS

License

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Go-To-Market

Horizontal Vertical

Services

Product

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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!

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Fully Integrated Open-Source Ecosystem

Microservices API Open Source Libraries

Closed APIs Global Models

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Seldon Container Infrastructure 1.0

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Seldon 2.0

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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

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THANK YOU

Alex Housley @ahousley ah@seldon.io

http://docs.seldon.io/

Thank you! Questions?

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How do you make money?(the elephant in the room)

OS

Enterprise Services

MLaaS

Partner Ecosystem

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Community

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start

test

best

1

2

3

N

Selecting the best model