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

  • Published on
    18-Mar-2018

  • View
    269

  • Download
    2

DESCRIPTION

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…

Transcript

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 Head A.I. Analytics Consulting & Program Development Department Foundation Business Goals Analytic Projects Data Technology Staffing 4 Second Focus Area Third Focus Area First Focus Area Strategic Planning 3 -6 m o n th s 1 y e a r 3 y e a r C o n tin u e d A /B te s ts 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 C n y tititiu n y h d r/B tn y h b tb 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 (?) 600 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 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 MarketingCustomer Service 3 -6 m o n th s 1 y e a r 3 y e a r C o n tin u e d A /B te s ts 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 C n y tititiu n y h d r/B tn y h b tb 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 (?) 14 Contact david@dsiAnalytics.com @Stephenson_Data