Implementing a Real-Time Streaming Recommendation Engine within Two Weeks with Neo4j
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GraphConnect Europe 2017 David Stephenson
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Implementing a Real-Time Streaming Recommendation Engine within Two Weeks with Neo4j
- 1. Streaming Recommender Engine Built in 2 Weeks David Stephenson, Ph.D. david@dsiAnalytics.com Amsterdam
- 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
- 4. Business Goals Analytic Projects Data Technology Staffing 4 Second Focus Area Third Focus Area First Focus Area Strategic Planning
- 5. 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 (?)
- 8. 600
- 10. 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
- 11. Recommended for you … Properties Users Sessions Clicks Login Identity
- 12. Big Query Browser Web Server Message Queue Two Week Deployment The Solution Framework GA Tags GA Server Data Warehouse MarketingCustomer Service
- 13. 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 (?)