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Streaming Recommender Engine
Built in 2 Weeks
David Stephenson, Ph.D.
david@dsiAnalytics.com
Amsterdam
David Stephenson, Ph.D.
Founder DSI Analytics
Professor: Applied Analytics
Head of Global Business Analytics
Department He...
Business
Goals
Analytic
Projects Data Technology Staffing
4
Second
Focus Area
Third
Focus Area
First
Focus Area
Strategic ...
3-6
months
1year3year
ContinuedA/Btests
Roadmap
First Focus Area Second Focus Area Third Focus Area
rtirlyticb
Hnymnyh
bcn...
600
Business
Goals
Analytic
Projects
Data Technology Staffing
Guests quickly
find properties
that appeal to
them
Recommender
E...
Recommended for you …
Properties Users
Sessions
Clicks
Login Identity
Big
Query
Browser
Web Server
Message
Queue
Two Week Deployment
The Solution Framework
GA Tags
GA
Server
Data
Warehouse
Mar...
3-6
months
1year3year
ContinuedA/Btests
Roadmap
First Focus Area Second Focus Area Third Focus Area
rtirlyticb
Hnymnyh
bcn...
14
Contact
david@dsiAnalytics.com
@Stephenson_Data
Implementing a Real-Time Streaming Recommendation Engine within Two Weeks with Neo4j
Implementing a Real-Time Streaming Recommendation Engine within Two Weeks with Neo4j
Implementing a Real-Time Streaming Recommendation Engine within Two Weeks with Neo4j
Implementing a Real-Time Streaming Recommendation Engine within Two Weeks with Neo4j
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Implementing a Real-Time Streaming Recommendation Engine within Two Weeks with Neo4j

GraphConnect Europe 2017
David Stephenson

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Implementing a Real-Time Streaming Recommendation Engine within Two Weeks with Neo4j

  1. 1. Streaming Recommender Engine Built in 2 Weeks David Stephenson, Ph.D. david@dsiAnalytics.com Amsterdam
  2. 2. David Stephenson, Ph.D. Founder DSI Analytics Professor: Applied Analytics Head of Global Business Analytics Department Head A.I. Analytics Consulting & Program Development Department Foundation
  3. 3. Business Goals Analytic Projects Data Technology Staffing 4 Second Focus Area Third Focus Area First Focus Area Strategic Planning
  4. 4. 3-6 months 1year3year ContinuedA/Btests Roadmap First Focus Area Second Focus Area Third Focus Area rtirlyticb Hnymnyh bcnyrnyhcrrd kurnykunyhrty & kuhnytny Imkurnyvnyhmnyhtitb rbbnyhbbmnyhtit by kuricitig bkunyhcirlibtb Dytirmic kuricitig kuhrbnyh 1 Crbrmutidny rvrilrbility btirkubhnytb Mrrknyht rvrilrbility Rnyhkunyrt rtirlyticb Hnymnyh bcnyrnyhcrrd kuhrbnyh 2 Dnyhmrtid bigtirlb Rnyhkunyrt Cubtnymnyhr bnyhgmnyhtitrtinyti (bnyhhrvinyrrl) kurnytnytykunyh Rnyhcnymmnyhti drtinyti nyhtigitinyh Gr kurnyhmium & rdvrticnyhd trggitig bnyhgmny htitnyhd Mrrknyhtiti g Mrrknyhtitig rtid nytilitinyh nyhxkunyhrinyhticnyh cnymkulnyhtnyhly trilnyrnyhd tny cubtnymnyhr Cnytititiunyhdr/Btnyhbtb nykutimiznyhd dytirmic kuricitig Cubtnymnyhr churti rtirlybib kuhrbnyh 1 Cubtnymnyhr churti rtirlybib kuhrbnyh 2 rutnymrtnyhd hnymnyh bcnyrnyhcrrd Itivnyhtitnyry Rnyhkunyrt Rnyhrl-timnyh Rnyhcnymmnyhtidrtinyt i nyhtigitinyh iitirl dxd wgtr btnyrnyh & rtirlybib rvrilrbility bcnyrnyh v1 kuricitig bcnyrnyh v1 Fnyhrturnyh Imkurct rtirlybib Gr nyhxkunyrt tny Big Qunyhry Vnyhtidnyr bnyhlnyhctinyti fnyr Big Drtr & Rnyhcnymmnyhtidnyhr bybtnyhm kuricnyh rtirlybib rvrilrbility bcnyrnyh v2 kuricitig bcnyrnyh v2 rlnyhrtb fnyr imkurnyvnyhmnyhtit rtid rcquibitinyti nyf itivnyhtitnyry Gunyhbt bcnyrnyh kurnyhbnyhtitrtinyti bcnyrnyh Fku&r mnydnyhlb (?)
  5. 5. 600
  6. 6. Business Goals Analytic Projects Data Technology Staffing Guests quickly find properties that appeal to them Recommender Engine House Features Click Stream Booking History 10 Customer Journey
  7. 7. Recommended for you … Properties Users Sessions Clicks Login Identity
  8. 8. Big Query Browser Web Server Message Queue Two Week Deployment The Solution Framework GA Tags GA Server Data Warehouse MarketingCustomer Service
  9. 9. 3-6 months 1year3year ContinuedA/Btests Roadmap First Focus Area Second Focus Area Third Focus Area rtirlyticb Hnymnyh bcnyrnyhcrrd kurnykunyhrty & kuhnytny Imkurnyvnyhmnyhtitb rbbnyhbbmnyhtit by kuricitig bkunyhcirlibtb Dytirmic kuricitig kuhrbnyh 1 Crbrmutidny rvrilrbility btirkubhnytb Mrrknyht rvrilrbility Rnyhkunyrt rtirlyticb Hnymnyh bcnyrnyhcrrd kuhrbnyh 2 Dnyhmrtid bigtirlb Rnyhkunyrt Cubtnymnyhr bnyhgmnyhtitrtinyti (bnyhhrvinyrrl) kurnytnytykunyh Rnyhcnymmnyhti drtinyti nyhtigitinyh Gr kurnyhmium & rdvrticnyhd trggitig bnyhgmny htitnyhd Mrrknyhtiti g Mrrknyhtitig rtid nytilitinyh nyhxkunyhrinyhticnyh cnymkulnyhtnyhly trilnyrnyhd tny cubtnymnyhr Cnytititiunyhdr/Btnyhbtb nykutimiznyhd dytirmic kuricitig Cubtnymnyhr churti rtirlybib kuhrbnyh 1 Cubtnymnyhr churti rtirlybib kuhrbnyh 2 rutnymrtnyhd hnymnyh bcnyrnyhcrrd Itivnyhtitnyry Rnyhkunyrt Rnyhrl-timnyh Rnyhcnymmnyhtidrtinyt i nyhtigitinyh iitirl dxd wgtr btnyrnyh & rtirlybib rvrilrbility bcnyrnyh v1 kuricitig bcnyrnyh v1 Fnyhrturnyh Imkurct rtirlybib Gr nyhxkunyrt tny Big Qunyhry Vnyhtidnyr bnyhlnyhctinyti fnyr Big Drtr & Rnyhcnymmnyhtidnyhr bybtnyhm kuricnyh rtirlybib rvrilrbility bcnyrnyh v2 kuricitig bcnyrnyh v2 rlnyhrtb fnyr imkurnyvnyhmnyhtit rtid rcquibitinyti nyf itivnyhtitnyry Gunyhbt bcnyrnyh kurnyhbnyhtitrtinyti bcnyrnyh Fku&r mnydnyhlb (?)
  10. 10. 14 Contact david@dsiAnalytics.com @Stephenson_Data

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