implementing a real-time streaming recommendation engine within two weeks with neo4j
TRANSCRIPT
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
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 (?)
600
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
Recommended for you …
Properties Users
Sessions
Clicks
Login Identity
Big Query
Browser
Web Server
Message Queue
Two Week DeploymentThe Solution Framework
GA Tags
GA Server
Data Warehouse
MarketingCustomer Service
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 (?)