implementing a real-time streaming recommendation engine within two weeks with neo4j
TRANSCRIPT
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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
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Business
Goals
Analytic
Projects Data Technology Staffing
4
Second
Focus Area
Third
Focus Area
First
Focus Area
Strategic Planning
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3-6
mo
nth
s1
ye
ar
3 y
ea
rC
on
tinu
ed
A/B
tests
RoadmapFirst 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
Cn
ytititiu
nyh
dr/B
tnyh
btb
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
bybtnyhmkuricnyh rtirlybib
rvrilrbility bcnyrnyh v2
kuricitig bcnyrnyh v2
rlnyhrtb fnyr
imkurnyvnyhmnyhtit rtid
rcquibitinyti nyf
itivnyhtitnyry
Gunyhbt bcnyrnyh
kurnyhbnyhtitrtinyti
bcnyrnyh
Fku&r mnydnyhlb (?)
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600
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Business Goals
Analytic Projects
Data Technology Staffing
Guests quickly find properties that appeal to
them
Recommender Engine
House FeaturesClick Stream
Booking History
10
Customer
Journey
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Recommended for you …
Properties Users
Sessions
Clicks
Login Identity
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Big Query
Browser
Web Server
Message Queue
Two Week DeploymentThe Solution Framework
GA Tags
GA Server
Data Warehouse
MarketingCustomer Service
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3-6
mo
nth
s1
ye
ar
3 y
ea
rC
on
tinu
ed
A/B
tests
RoadmapFirst 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
Cn
ytititiu
nyh
dr/B
tnyh
btb
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
bybtnyhmkuricnyh rtirlybib
rvrilrbility bcnyrnyh v2
kuricitig bcnyrnyh v2
rlnyhrtb fnyr
imkurnyvnyhmnyhtit rtid
rcquibitinyti nyf
itivnyhtitnyry
Gunyhbt bcnyrnyh
kurnyhbnyhtitrtinyti
bcnyrnyh
Fku&r mnydnyhlb (?)