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Machine Intelligence for Enterprise
#ODSC London. 9th October 2016.
Alex Housley
CEO & Founder
@ahousley
CONFIDENTIAL
Machine learning is everywhere
CONFIDENTIAL
@seldon_io#ODSC
Machine learning is everywhere
CONFIDENTIAL
@seldon_io#ODSC
Machine learning is changing the world
@seldon_io#ODSC
Seldon's purpose is to enable people to solve the world's
biggest problems with machine intelligence.
CONFIDENTIAL
Problems we are solving
Seldon provides machine learning infrastructure to enable
data scientists and develop...
CONFIDENTIAL
@seldon_io#ODSC
github.com/SeldonIO
And many more stargazers...
Open Source
CONFIDENTIAL
@seldon_io#ODSC
Demo: creating a digit classifier
1. Create a machine learning cluster
2. Build the neural ne...
CONFIDENTIAL
@seldon_io#ODSC
Live Demo
@seldon_io
CONFIDENTIAL
@seldon_io#ODSC
Full stack recommendation engine and machine learning infrastructure
Quick and easy to integr...
CONFIDENTIAL
Amazon Web
Services
REST/JS API
Activity
tracking
seldon-cli
Runtime scoring Metadata
configuration
Offline
m...
CONFIDENTIAL
Rise of the containers
Containers enables efficient use of resources with encapsulated dependencies.
Kubernet...
CONFIDENTIAL
@seldon_io#ODSC
Connect industry-standard open and closed technologies for
machine learning predictions and r...
CONFIDENTIAL
@seldon_io#ODSC
Demo: creating a digit classifier
1. Create a machine learning cluster ✔
2. Build the neural ...
CONFIDENTIAL
@seldon_io#ODSC
Machine Learning
Stream events in real-time (i.e. metadata associated with transactions)
Crea...
CONFIDENTIAL
@seldon_io#ODSC
Recommendation Algorithms
Algorithms are combined and optimised to maximise your KPIs
1. User...
CONFIDENTIAL
@seldon_io#ODSC
Advanced Optimization
Cascade/combine multiple algorithms to cover different users and use ca...
CONFIDENTIAL
@seldon_io#ODSC
Selecting the best model
● Evaluation of multiple strategies
in parallel using multi-armed
ba...
CONFIDENTIAL
Building machine learning models
CONFIDENTIAL
What’s next?
Machine Learning Infrastructure as a Service
● More control. Easier
maintenance. Better
performa...
@seldon_io
DIFFERENTIATION
End-to-end
Platform agnostic
No vendor lock-in
CONFIDENTIAL
We’re hiring!
www.seldon.io/careers
CONFIDENTIAL
Get Started
github.com/SeldonIO
docs.seldon.io
CONFIDENTIAL
@seldon_io#ODSC Seldon Technologies Ltd ©2014-2016
Alex Housley
CEO & Founder
@ahousley
ah@seldon.io
Thank yo...
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Seldon #ODSC London 2016-10-09

Machine learning is now everywhere, with no shortage of open-source technologies and new and updated tools released every week – from streaming databases to machine learning libraries and pre-trained models.

It’s easier than ever to train a model, but piecing together the components to deploy, optimise and scale machine learning in production is time consuming and expensive. Too many companies are reinventing the wheel by building and maintaining their own infrastructure.

Seldon helps data scientists and developers focus on solving problems by providing a fully integrated open-source machine learning platform and infrastructure. Kubernetes has transformed the way in which Seldon deploys to any cloud platform and on bare metal servers.

At ODSC London, Alex will give a technical overview of Seldon, share its transition to a fully dockerized set of containers running inside Kubernetes, and demonstrate how to deploy a TensorFlow model on Seldon’s machine learning infrastructure.

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Seldon #ODSC London 2016-10-09

  1. 1. Machine Intelligence for Enterprise #ODSC London. 9th October 2016. Alex Housley CEO & Founder @ahousley
  2. 2. CONFIDENTIAL Machine learning is everywhere
  3. 3. CONFIDENTIAL @seldon_io#ODSC Machine learning is everywhere
  4. 4. CONFIDENTIAL @seldon_io#ODSC Machine learning is changing the world
  5. 5. @seldon_io#ODSC Seldon's purpose is to enable people to solve the world's biggest problems with machine intelligence.
  6. 6. CONFIDENTIAL Problems we are solving Seldon provides machine learning infrastructure to enable data scientists and developers to create smarter applications faster Shortage of data scientists Loss of control Industry standard components. Faster time to value. Full control (data and model). Deploy anywhere. Inefficiency Quick start, low configuration complexity, low capital overheads.
  7. 7. CONFIDENTIAL @seldon_io#ODSC github.com/SeldonIO And many more stargazers... Open Source
  8. 8. CONFIDENTIAL @seldon_io#ODSC Demo: creating a digit classifier 1. Create a machine learning cluster 2. Build the neural network model 3. Train the model 4. Create a microservice for the model 5. Deploy the microservice 6. Make predictions
  9. 9. CONFIDENTIAL @seldon_io#ODSC Live Demo
  10. 10. @seldon_io
  11. 11. CONFIDENTIAL @seldon_io#ODSC Full stack recommendation engine and machine learning infrastructure Quick and easy to integrate with your service: generic REST API and drop-in JavaScript API. customisable to work with your meta data. microservices API for custom algorithms. Performance optimisation to maximise KPIs. Seldon Technology
  12. 12. CONFIDENTIAL Amazon Web Services REST/JS API Activity tracking seldon-cli Runtime scoring Metadata configuration Offline modelling Microservices Algorithm configuration On premise Seldon Platform
  13. 13. CONFIDENTIAL Rise of the containers Containers enables efficient use of resources with encapsulated dependencies. Kubernetes enables orchestration - easy deployment and maintenance of containers. Platform-agnostic - works on any cloud platform or your own servers.
  14. 14. CONFIDENTIAL @seldon_io#ODSC Connect industry-standard open and closed technologies for machine learning predictions and recommendations. Microservices API Vowpal Wabbit XGBoost TensorFlow Your Algorithm
  15. 15. CONFIDENTIAL @seldon_io#ODSC Demo: creating a digit classifier 1. Create a machine learning cluster ✔ 2. Build the neural network model 3. Train the model 4. Create a microservice for the model 5. Deploy the model 6. Make predictions
  16. 16. CONFIDENTIAL @seldon_io#ODSC Machine Learning Stream events in real-time (i.e. metadata associated with transactions) Create supervised learning pipelines: Classification - yes/no (binary) or categorize (multi-class) Regression - predicting a continuous value Microservices API TensorFlow Vowpal Wabbit XGBoost Your algorithm!
  17. 17. CONFIDENTIAL @seldon_io#ODSC Recommendation Algorithms Algorithms are combined and optimised to maximise your KPIs 1. User Clusters - improve relevance in high churn services. 2. Tag Affinity - focused tag-based associations. 3. Latent Factor Models - best for lower churn service. 4. Item Activity Correlation - built for static slowly changing historical items. 5. Topic Models - built for sites needing long tail recommendation. 6. Association Rules - basket analysis to suggest the next best action. 7. Content Similarity - for services with rich metadata and high sparsity across items.
  18. 18. CONFIDENTIAL @seldon_io#ODSC Advanced Optimization Cascade/combine multiple algorithms to cover different users and use cases control relevance, popularity, diversity control interactiveness of recommendations Combine algorithm results - e.g. weighted scores, rank combine. Run A/B and Multivariate tests with no redeploy Select algorithm strategies via API tags to handle user cohorts: mobile users, desktop, tablet to provide multiple content recommendations per page: site-wide, intersection Change all configuration in real time with no redeployment.
  19. 19. CONFIDENTIAL @seldon_io#ODSC Selecting the best model ● Evaluation of multiple strategies in parallel using multi-armed bandit. ● Adaptive as context changes - i.e. time of day, special event. ● The latest winning test strategy (1...N) is promoted to best.
  20. 20. CONFIDENTIAL Building machine learning models
  21. 21. CONFIDENTIAL What’s next? Machine Learning Infrastructure as a Service ● More control. Easier maintenance. Better performance. Scalable. ● Algorithm and model selection. Hyperparameter optimization. ● Built in partnership with the world’s leading cloud providers.
  22. 22. @seldon_io DIFFERENTIATION End-to-end Platform agnostic No vendor lock-in
  23. 23. CONFIDENTIAL We’re hiring! www.seldon.io/careers
  24. 24. CONFIDENTIAL Get Started github.com/SeldonIO docs.seldon.io
  25. 25. CONFIDENTIAL @seldon_io#ODSC Seldon Technologies Ltd ©2014-2016 Alex Housley CEO & Founder @ahousley ah@seldon.io Thank you!

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