SlideShare una empresa de Scribd logo
1 de 51
Descargar para leer sin conexión
DOREMUS et le futur des métadonnées musicales
DES CATALOGUES
AU WEB DES DONNÉES
ANR-14-CE24-0020
@pierrechoffe
pierre.choffe@bnf.fr
@pasqlisena
pasquale.lisena@eurecom.fr
1. Convertir les données
2. Explorer les données
3. Utiliser les données
4. De DOREMUS à Schema.org
PROGRAMME
CONVERTIR
LES DONNÉES
1
001 FRBNF139081882FR
100 $313891295$w.0..b.....$aBeethoven$mLudwig van$d1770-1827
144 $w....b.fre.$aSonates$bPiano$pOp. 27, no 2$tDo dièse mineur
FICHIER
MARC
LANG TITRE MOP OPUS TONALITÉ
001 FRBNF139081882FR
100 $313891295$w.0..b.....$aBeethoven$mLudwig van$d1770-1827
144 $w....b.fre.$aSonates$bPiano$pOp. 27, no 2$tDo dièse mineur
FICHIER
MARC
NUM SUB
UNIMARC INTERMARC
● 2 variantes de format MARC
● choix différents pour représenter
le contenu
○ “Op. 27 n. 2” - “Op. 27 no 2”
Comment convertir ces données?
Règles de mapping
144 $w....b.fre.$aSonates$bPiano$pOp. 27, no 2$tDo dièse mineur
F22 Expression: Opus Number
F22 Self-Contained Expression
U17 has opus statement M2 Opus Statement
[U42 has opus number M12 Opus Number]
+ [U43 has opus subnumber M13 Opus Subnumber]
TUM : 144 $p, chain of digits
TUM : 144 $p, chain of digits before the comma
Remove the abbreviation “Op.” before the number
144 $pOp. 352 --> M12 = 352
144 $pOp. 27, no 2 --> M12 = 27, M13 =2
UNIT OF INFORMATION
PATH
INTERMARC BNF
TRANSFER RULE
EXAMPLE
marc2rdf
https://github.com/DOREMUS-ANR/marc2rdf
<http://data.doremus.org/expression/d72301f0-0aba-3ba6-93e5-c4efbee9c6ea>
a efrbroo:F22_Self-Contained_Expression ;
mus:U10_has_order_number "14" ;
mus:U11_has_key “Do majeur”@fr ;
mus:U12_has_genre “sonate”@fr ;
mus:U17_has_opus_statement [ a mus:M2_Opus_Statement ;
mus:U42_has_opus_number "27" ;
mus:U43_has_opus_subnumber "2" ;
ecrm:P3_has_note "Op. 27, no 2"
] ;
ecrm:P102_has_title "Quasi una fantasia" , "Au clair de lune" , "Moonlight sonata";
DOREMUS
RDF
F15
Work
F22
Expression
M2
Opus
Statement
F28
Expression
Creation
R3 is realized in
E52
Time Span
E7
Activity
F15
Work
F15
Work
“27”
“2”
“sonate”@fr
“Sonata Quasi una Fantasia”@it
“Moonlight Sonata”@en
“Do dièse majeur”@fr
“Beethoven, Ludwig van
(1770-1827)”
“compositeur”@fr
“18010101/18011231”
R17 created
R19 created a
realization of
“1. Adagio Sostenuto”
“2. Allegretto”
U17 has
opus statement
U12 has genre
P102 has title
U11 has key
P148 has component
P148 has component
P82 at some
time within
U31 had function of type
P14 carried
out by
P9 consists of
P4 has
time span
“sonate”@fr
“Do dièse majeur”@fr
“Beethoven, Ludwig van
(1770-1827)”
“compositeur”@fr
“Do dièse majeur”@fr
“Do diesis maggiore”@it
“C sharp major”@en
Langues différentes
Synonymes
“sonate”@fr
“sonatine”@fr
“sonate d'église”@fr
Désambiguïsation
Ludwig van
Beethoven
Johann van
Beethoven
✔ ✘
Description
“compositeur”@fr
“une personne musicienne qui élabore de
la musique (source: Wikipedia)”@fr
Référentiels
<http://data.doremus.org/vocabulary/genre/sn> a skos:Concept ;
skos:altLabel "sonate d'église"@fr,
"sonatine"@fr,
"canzona da sonar"@it,
"sonata da camera"@it,
"sonata da chiesa"@it,
"sonatina"@it,
"suonata"@it ;
skos:prefLabel "Sonate"@de,
"sonata"@en,
"sonata"@es,
"sonate"@fr,
"sonata"@it ;
skos:topConceptOf <http://data.doremus.org/vocabulary/genre/> .
RÉFÉRENTIEL
DE GENRES
Référentiels
● genres
IAML, RAMEAU
● dérivations
● tonalités
● media of performances
MIMO, RAMEAU, IAML,
Hornbostel & Sachs, Radio France
● modes
● personnes et collectivités
ISNI
● lieux géographiques
● types de titres
● types de parties d'une
œuvre
● catalogues
● fonctions
● Ethnic groups
CREM, RAMEAU
● Rhythmical form
● Responsibility
● ...
Certains référentiels sont déjà en ligne
https://github.com/DOREMUS-ANR/knowledge-base
mus:U12_has_genre “sonate”@fr
mus:U12_has_genre <http://data.doremus.org/vocabulary/genre/sn>
STRING2URI
F15
Work
F22
Expression
M2
Opus
Statement
F28
Expression
Creation
R3 is realized in
E52
Time Span
E7
Activity
F15
Work
F15
Work
“27”
“2”
<http://data.doremus.org/
vocabulary/genre/sn>
“Sonata Quasi una Fantasia”@it
“Moonlight Sonata”@en
<http://data.doremus.org/
vocabulary/key/cxm>
<http://dbpedia.org/resource/
Ludwig_van_Beethoven>
“compositeur”@fr
“18010101/18011231”
R17 created
R19 created a
realization of
“1. Adagio Sostenuto”
“2. Allegretto”
U17 has
opus statement
U12 has genre
P102 has title
U11 has key
P148 has component
P148 has component
P82 at some
time within
U31 had function of type
P14 carried
out by
P9 consists of
P4 has
time span
EXPLORER
LES DONNÉES
2
data.doremus.org
SPARQL
ENDPOINT
NAVIGATEUR
À FACETTES
URIs
DÉRÉFÉRENÇABLES
SPARQL Endpoint
http://data.doremus.org/sparql
donnez-moi la liste des titres
de toutes les sonates
composées par Beethoven
+ = ?titre
SPARQL Endpoint
PREFIX ecrm: <http://erlangen-crm.org/current/>
PREFIX efrbroo: <http://erlangen-crm.org/efrbroo/>
PREFIX mus: <http://data.doremus.org/ontology#>
SELECT ?title
FROM <http://data.doremus.org/>
WHERE {
?expression a efrbroo:F22_Self-Contained_Expression ;
ecrm:P102_has_title ?title;
mus:U12_has_genre <http://data.doremus.org/vocabulary/genre/sn> .
?expCreation efrbroo:R17_created ?expression ;
ecrm:P9_consists_of ?activity .
?activity ecrm:P14_carried_out_by ?person .
?person ecrm:P1_is_identified_by "Beethoven, Ludwig van(1770-1827)".
}
QUERY
SPARQL
RESULTS
Navigateur à facettes
http://data.doremus.org/fct
URIs Déréférençables
http://data.doremus.org/vocabulary/
genre/sn
http://data.doremus.org/expression/d723
01f0-0aba-3ba6-93e5-c4efbee9c6ea
ressources
URIs
pages
UTILISER
LES DONNÉES
3
http://overture.doremus.org
source https://github.com/DOREMUS-ANR/overture
DE DOREMUS
Á SCHEMA.ORG
4
?
CreativeWork
● name
● description
● author
● citation
● genre
● locationCreated
● dateCreated
● isBasedOn
● workExample/exampleOfWork
● hasPart/isPartOf
● ....
MusicComposition
● composer
● lyricist
● firstPerformance
● musicArrangement
● musicCompositionForm
● musicalKey
MusicRecording
● duration
● inAlbum
MusicEvent
● actor
● location
● startDate - endDate
● workPerformed
DOREMUS
(FRBRoo)
Schema.org
● richesse
● détail
● spécificité
● immédiateté
● vue d'ensemble
● généricité
Comment
faire le
mapping?
P. Lisena, R. Troncy
DOREMUS to Schema.org:
Mapping a Complex Vocabulary
to a Simpler One
20th International Conference on Knowledge
Engineering and Knowledge Management,
19-23 November, Bologna
Recettes
PAPER
Recettes
F15
Work
F22
Expression
M2
Opus
Statement
F28
Expression
Creation
R3 is realized in
E52
Time Span
E7
Activity
F15
Work
F15
Work
“27”
“2”
<http://data.doremus.org/
vocabulary/genre/sn>
“Sonata Quasi una Fantasia”@it
“Moonlight Sonata”@en
<http://data.doremus.org/
vocabulary/key/cxm>
<http://dbpedia.org/resource/
Ludwig_van_Beethoven>
“compositeur”@fr
“18010101/18011231”
R17 created
R19 created a
realization of
“1. Adagio Sostenuto”
“2. Allegretto”
U17 has
opus statement
U12 has genre
P102 has title
U11 has key
P148 has component
P148 has component
P82 at some
time within
U31 had function of type
P14 carried
out by
P9 consists of
P4 has
time span
1. Choisir le(s) nœud(s) de départ
F22
Expression
F28
Expression
Creation
E7
Activity
“Sonata Quasi una Fantasia”@it
“Moonlight Sonata”@en
<http://dbpedia.org/resource/
Ludwig_van_Beethoven>
R17 created
P102 has title
P14 carried
out by
P9 consists of
1. Choisir le(s) nœud(s) de départ
2. Identifier les classes similaires
F22
Expression
F28
Expression
Creation
A. Noms similaires
mus: F28 ExpressionCreation → sdo: CreateAction.
B. Descriptions similaires
C. Propriétés similaires
mus:F2 Expression U11 has key →
sdo:MusicComposition.musicalKey
D. Propriétés avec des valeurs attendues similaires
mus: U12 has genre et sdo:musicCompositionForm ont “sonates”
comme valeur possible
Music
Composition
CreateAction
1. Choisir le(s) nœud(s) de départ
2. Identifier les classes similaires
3. Identifier les propriétés similaires
F22
Expression
F28
Expression
Creation
A. Noms similaires
mus:U11 has key → sdo:musicalKey
B. Descriptions similaires
C. Valeurs attendues similaires
mus: U12 genre et sdo:musicCompositionForm ont “sonates” comme
valeur possible
Music
Composition
CreateAction
<http://data.doremus.org/
vocabulary/key/cxm>
U11 has key
<http://data.doremus.org/
vocabulary/key/cxm>
musicalKey
P9 consists of
E7
Activity
agent
?
1. Choisir le(s) nœud(s) de départ
2. Identifier les classes similaires
3. Identifier les propriétés similaires
F22
Expression
F28
Expression
Creation
Music
Composition
CreateAction
<http://data.doremus.org/
vocabulary/key/cxm>
U11 has key
<http://data.doremus.org/
vocabulary/key/cxm>
musicalKey
P9 consists of
E7
Activity
agent
?
itérer ce 2 points
jusqu'à ce que chaque noeud soit atteint
Music
Composition
Music
Composition
Create
Action
exampleOfW
ork
Role
Music
Composition
Music
Composition
<http://data.doremus.org/
vocabulary/genre/sn>
“Sonata Quasi una Fantasia”@it
“Moonlight Sonata”@en
<http://data.doremus.org/
vocabulary/key/cxm>
<http://dbpedia.org/resource/
Ludwig_van_Beethoven>
“compositeur”@fr
“1801”
result
result
“1. Adagio Sostenuto”
“2. Allegretto”
musicComposition
Form
name
musicalKey
includedComposition
includedComposition
roleName
agent
agent
startTime
“1801” endTime
Music
Composition
Music
Composition
exampleOfW
ork
result
result
1. Choisir le(s) nœud(s) de départ
2. Identifier les classes similaires
3. Identifier les propriétés similaires
4. Simplifier le graphe
A. Même classe ou une superclasse en commun
B. Les connexions à la même classe sont effectuées avec
la même propriété
C. Ils sont liés entre eux
D. Pas de propriétés en conflit
Ils ne peuvent pas avoir des noms ou des clés différents.
Create
Action
Music
Composition
Music
Composition
example
OfWork
resultresult
Create
Action
Music
Composition
result
Music
Composition
Create
Action
Role
Music
Composition
Music
Composition
<http://data.doremus.org/
vocabulary/genre/sn>
“Sonata Quasi una Fantasia”@it
“Moonlight Sonata”@en
<http://data.doremus.org/
vocabulary/key/cxm>
<http://dbpedia.org/resource/
Ludwig_van_Beethoven>“compositeur”@fr
“1801”
result
“1. Adagio Sostenuto”
“2. Allegretto”
musicComposition
Form
name
musicalKey
includedComposition
includedComposition
roleName
agent
agent
startTime
“1801” endTime
schema-visualizer
demo: https://doremus-anr.github.io/schema-visualizer
source code: https://github.com/DOREMUS-ANR/schema-visualizer
LIENS UTILES
http://www.doremus.org/
DOREMUS Website
Page GitHub
avec le logiciels, l’ontologie, ...
https://github.com/DOREMUS-ANR/
SPARQL Endpoint
https://data.doremus.org/sparql
https://data.doremus.org/fct
OVERTURE
https://overture.doremus.org/
Cette présentation
https://goo.gl/FFVp4s

Más contenido relacionado

Último

Multiple time frame trading analysis -brianshannon.pdf
Multiple time frame trading analysis -brianshannon.pdfMultiple time frame trading analysis -brianshannon.pdf
Multiple time frame trading analysis -brianshannon.pdfchwongval
 
GA4 Without Cookies [Measure Camp AMS]
GA4 Without Cookies [Measure Camp AMS]GA4 Without Cookies [Measure Camp AMS]
GA4 Without Cookies [Measure Camp AMS]📊 Markus Baersch
 
RS 9000 Call In girls Dwarka Mor (DELHI)⇛9711147426🔝Delhi
RS 9000 Call In girls Dwarka Mor (DELHI)⇛9711147426🔝DelhiRS 9000 Call In girls Dwarka Mor (DELHI)⇛9711147426🔝Delhi
RS 9000 Call In girls Dwarka Mor (DELHI)⇛9711147426🔝Delhijennyeacort
 
Easter Eggs From Star Wars and in cars 1 and 2
Easter Eggs From Star Wars and in cars 1 and 2Easter Eggs From Star Wars and in cars 1 and 2
Easter Eggs From Star Wars and in cars 1 and 217djon017
 
High Class Call Girls Noida Sector 39 Aarushi 🔝8264348440🔝 Independent Escort...
High Class Call Girls Noida Sector 39 Aarushi 🔝8264348440🔝 Independent Escort...High Class Call Girls Noida Sector 39 Aarushi 🔝8264348440🔝 Independent Escort...
High Class Call Girls Noida Sector 39 Aarushi 🔝8264348440🔝 Independent Escort...soniya singh
 
原版1:1定制南十字星大学毕业证(SCU毕业证)#文凭成绩单#真实留信学历认证永久存档
原版1:1定制南十字星大学毕业证(SCU毕业证)#文凭成绩单#真实留信学历认证永久存档原版1:1定制南十字星大学毕业证(SCU毕业证)#文凭成绩单#真实留信学历认证永久存档
原版1:1定制南十字星大学毕业证(SCU毕业证)#文凭成绩单#真实留信学历认证永久存档208367051
 
9711147426✨Call In girls Gurgaon Sector 31. SCO 25 escort service
9711147426✨Call In girls Gurgaon Sector 31. SCO 25 escort service9711147426✨Call In girls Gurgaon Sector 31. SCO 25 escort service
9711147426✨Call In girls Gurgaon Sector 31. SCO 25 escort servicejennyeacort
 
Defining Constituents, Data Vizzes and Telling a Data Story
Defining Constituents, Data Vizzes and Telling a Data StoryDefining Constituents, Data Vizzes and Telling a Data Story
Defining Constituents, Data Vizzes and Telling a Data StoryJeremy Anderson
 
2006_GasProcessing_HB (1).pdf HYDROCARBON PROCESSING
2006_GasProcessing_HB (1).pdf HYDROCARBON PROCESSING2006_GasProcessing_HB (1).pdf HYDROCARBON PROCESSING
2006_GasProcessing_HB (1).pdf HYDROCARBON PROCESSINGmarianagonzalez07
 
Heart Disease Classification Report: A Data Analysis Project
Heart Disease Classification Report: A Data Analysis ProjectHeart Disease Classification Report: A Data Analysis Project
Heart Disease Classification Report: A Data Analysis ProjectBoston Institute of Analytics
 
How we prevented account sharing with MFA
How we prevented account sharing with MFAHow we prevented account sharing with MFA
How we prevented account sharing with MFAAndrei Kaleshka
 
Indian Call Girls in Abu Dhabi O5286O24O8 Call Girls in Abu Dhabi By Independ...
Indian Call Girls in Abu Dhabi O5286O24O8 Call Girls in Abu Dhabi By Independ...Indian Call Girls in Abu Dhabi O5286O24O8 Call Girls in Abu Dhabi By Independ...
Indian Call Girls in Abu Dhabi O5286O24O8 Call Girls in Abu Dhabi By Independ...dajasot375
 
EMERCE - 2024 - AMSTERDAM - CROSS-PLATFORM TRACKING WITH GOOGLE ANALYTICS.pptx
EMERCE - 2024 - AMSTERDAM - CROSS-PLATFORM  TRACKING WITH GOOGLE ANALYTICS.pptxEMERCE - 2024 - AMSTERDAM - CROSS-PLATFORM  TRACKING WITH GOOGLE ANALYTICS.pptx
EMERCE - 2024 - AMSTERDAM - CROSS-PLATFORM TRACKING WITH GOOGLE ANALYTICS.pptxthyngster
 
Call Us ➥97111√47426🤳Call Girls in Aerocity (Delhi NCR)
Call Us ➥97111√47426🤳Call Girls in Aerocity (Delhi NCR)Call Us ➥97111√47426🤳Call Girls in Aerocity (Delhi NCR)
Call Us ➥97111√47426🤳Call Girls in Aerocity (Delhi NCR)jennyeacort
 
Beautiful Sapna Vip Call Girls Hauz Khas 9711199012 Call /Whatsapps
Beautiful Sapna Vip  Call Girls Hauz Khas 9711199012 Call /WhatsappsBeautiful Sapna Vip  Call Girls Hauz Khas 9711199012 Call /Whatsapps
Beautiful Sapna Vip Call Girls Hauz Khas 9711199012 Call /Whatsappssapnasaifi408
 
Predicting Salary Using Data Science: A Comprehensive Analysis.pdf
Predicting Salary Using Data Science: A Comprehensive Analysis.pdfPredicting Salary Using Data Science: A Comprehensive Analysis.pdf
Predicting Salary Using Data Science: A Comprehensive Analysis.pdfBoston Institute of Analytics
 
Call Girls in Defence Colony Delhi 💯Call Us 🔝8264348440🔝
Call Girls in Defence Colony Delhi 💯Call Us 🔝8264348440🔝Call Girls in Defence Colony Delhi 💯Call Us 🔝8264348440🔝
Call Girls in Defence Colony Delhi 💯Call Us 🔝8264348440🔝soniya singh
 

Último (20)

Multiple time frame trading analysis -brianshannon.pdf
Multiple time frame trading analysis -brianshannon.pdfMultiple time frame trading analysis -brianshannon.pdf
Multiple time frame trading analysis -brianshannon.pdf
 
GA4 Without Cookies [Measure Camp AMS]
GA4 Without Cookies [Measure Camp AMS]GA4 Without Cookies [Measure Camp AMS]
GA4 Without Cookies [Measure Camp AMS]
 
RS 9000 Call In girls Dwarka Mor (DELHI)⇛9711147426🔝Delhi
RS 9000 Call In girls Dwarka Mor (DELHI)⇛9711147426🔝DelhiRS 9000 Call In girls Dwarka Mor (DELHI)⇛9711147426🔝Delhi
RS 9000 Call In girls Dwarka Mor (DELHI)⇛9711147426🔝Delhi
 
Easter Eggs From Star Wars and in cars 1 and 2
Easter Eggs From Star Wars and in cars 1 and 2Easter Eggs From Star Wars and in cars 1 and 2
Easter Eggs From Star Wars and in cars 1 and 2
 
High Class Call Girls Noida Sector 39 Aarushi 🔝8264348440🔝 Independent Escort...
High Class Call Girls Noida Sector 39 Aarushi 🔝8264348440🔝 Independent Escort...High Class Call Girls Noida Sector 39 Aarushi 🔝8264348440🔝 Independent Escort...
High Class Call Girls Noida Sector 39 Aarushi 🔝8264348440🔝 Independent Escort...
 
E-Commerce Order PredictionShraddha Kamble.pptx
E-Commerce Order PredictionShraddha Kamble.pptxE-Commerce Order PredictionShraddha Kamble.pptx
E-Commerce Order PredictionShraddha Kamble.pptx
 
原版1:1定制南十字星大学毕业证(SCU毕业证)#文凭成绩单#真实留信学历认证永久存档
原版1:1定制南十字星大学毕业证(SCU毕业证)#文凭成绩单#真实留信学历认证永久存档原版1:1定制南十字星大学毕业证(SCU毕业证)#文凭成绩单#真实留信学历认证永久存档
原版1:1定制南十字星大学毕业证(SCU毕业证)#文凭成绩单#真实留信学历认证永久存档
 
9711147426✨Call In girls Gurgaon Sector 31. SCO 25 escort service
9711147426✨Call In girls Gurgaon Sector 31. SCO 25 escort service9711147426✨Call In girls Gurgaon Sector 31. SCO 25 escort service
9711147426✨Call In girls Gurgaon Sector 31. SCO 25 escort service
 
Defining Constituents, Data Vizzes and Telling a Data Story
Defining Constituents, Data Vizzes and Telling a Data StoryDefining Constituents, Data Vizzes and Telling a Data Story
Defining Constituents, Data Vizzes and Telling a Data Story
 
2006_GasProcessing_HB (1).pdf HYDROCARBON PROCESSING
2006_GasProcessing_HB (1).pdf HYDROCARBON PROCESSING2006_GasProcessing_HB (1).pdf HYDROCARBON PROCESSING
2006_GasProcessing_HB (1).pdf HYDROCARBON PROCESSING
 
Heart Disease Classification Report: A Data Analysis Project
Heart Disease Classification Report: A Data Analysis ProjectHeart Disease Classification Report: A Data Analysis Project
Heart Disease Classification Report: A Data Analysis Project
 
How we prevented account sharing with MFA
How we prevented account sharing with MFAHow we prevented account sharing with MFA
How we prevented account sharing with MFA
 
Indian Call Girls in Abu Dhabi O5286O24O8 Call Girls in Abu Dhabi By Independ...
Indian Call Girls in Abu Dhabi O5286O24O8 Call Girls in Abu Dhabi By Independ...Indian Call Girls in Abu Dhabi O5286O24O8 Call Girls in Abu Dhabi By Independ...
Indian Call Girls in Abu Dhabi O5286O24O8 Call Girls in Abu Dhabi By Independ...
 
EMERCE - 2024 - AMSTERDAM - CROSS-PLATFORM TRACKING WITH GOOGLE ANALYTICS.pptx
EMERCE - 2024 - AMSTERDAM - CROSS-PLATFORM  TRACKING WITH GOOGLE ANALYTICS.pptxEMERCE - 2024 - AMSTERDAM - CROSS-PLATFORM  TRACKING WITH GOOGLE ANALYTICS.pptx
EMERCE - 2024 - AMSTERDAM - CROSS-PLATFORM TRACKING WITH GOOGLE ANALYTICS.pptx
 
Call Girls in Saket 99530🔝 56974 Escort Service
Call Girls in Saket 99530🔝 56974 Escort ServiceCall Girls in Saket 99530🔝 56974 Escort Service
Call Girls in Saket 99530🔝 56974 Escort Service
 
Call Us ➥97111√47426🤳Call Girls in Aerocity (Delhi NCR)
Call Us ➥97111√47426🤳Call Girls in Aerocity (Delhi NCR)Call Us ➥97111√47426🤳Call Girls in Aerocity (Delhi NCR)
Call Us ➥97111√47426🤳Call Girls in Aerocity (Delhi NCR)
 
Deep Generative Learning for All - The Gen AI Hype (Spring 2024)
Deep Generative Learning for All - The Gen AI Hype (Spring 2024)Deep Generative Learning for All - The Gen AI Hype (Spring 2024)
Deep Generative Learning for All - The Gen AI Hype (Spring 2024)
 
Beautiful Sapna Vip Call Girls Hauz Khas 9711199012 Call /Whatsapps
Beautiful Sapna Vip  Call Girls Hauz Khas 9711199012 Call /WhatsappsBeautiful Sapna Vip  Call Girls Hauz Khas 9711199012 Call /Whatsapps
Beautiful Sapna Vip Call Girls Hauz Khas 9711199012 Call /Whatsapps
 
Predicting Salary Using Data Science: A Comprehensive Analysis.pdf
Predicting Salary Using Data Science: A Comprehensive Analysis.pdfPredicting Salary Using Data Science: A Comprehensive Analysis.pdf
Predicting Salary Using Data Science: A Comprehensive Analysis.pdf
 
Call Girls in Defence Colony Delhi 💯Call Us 🔝8264348440🔝
Call Girls in Defence Colony Delhi 💯Call Us 🔝8264348440🔝Call Girls in Defence Colony Delhi 💯Call Us 🔝8264348440🔝
Call Girls in Defence Colony Delhi 💯Call Us 🔝8264348440🔝
 

Destacado

2024 State of Marketing Report – by Hubspot
2024 State of Marketing Report – by Hubspot2024 State of Marketing Report – by Hubspot
2024 State of Marketing Report – by HubspotMarius Sescu
 
Everything You Need To Know About ChatGPT
Everything You Need To Know About ChatGPTEverything You Need To Know About ChatGPT
Everything You Need To Know About ChatGPTExpeed Software
 
Product Design Trends in 2024 | Teenage Engineerings
Product Design Trends in 2024 | Teenage EngineeringsProduct Design Trends in 2024 | Teenage Engineerings
Product Design Trends in 2024 | Teenage EngineeringsPixeldarts
 
How Race, Age and Gender Shape Attitudes Towards Mental Health
How Race, Age and Gender Shape Attitudes Towards Mental HealthHow Race, Age and Gender Shape Attitudes Towards Mental Health
How Race, Age and Gender Shape Attitudes Towards Mental HealthThinkNow
 
AI Trends in Creative Operations 2024 by Artwork Flow.pdf
AI Trends in Creative Operations 2024 by Artwork Flow.pdfAI Trends in Creative Operations 2024 by Artwork Flow.pdf
AI Trends in Creative Operations 2024 by Artwork Flow.pdfmarketingartwork
 
PEPSICO Presentation to CAGNY Conference Feb 2024
PEPSICO Presentation to CAGNY Conference Feb 2024PEPSICO Presentation to CAGNY Conference Feb 2024
PEPSICO Presentation to CAGNY Conference Feb 2024Neil Kimberley
 
Content Methodology: A Best Practices Report (Webinar)
Content Methodology: A Best Practices Report (Webinar)Content Methodology: A Best Practices Report (Webinar)
Content Methodology: A Best Practices Report (Webinar)contently
 
How to Prepare For a Successful Job Search for 2024
How to Prepare For a Successful Job Search for 2024How to Prepare For a Successful Job Search for 2024
How to Prepare For a Successful Job Search for 2024Albert Qian
 
Social Media Marketing Trends 2024 // The Global Indie Insights
Social Media Marketing Trends 2024 // The Global Indie InsightsSocial Media Marketing Trends 2024 // The Global Indie Insights
Social Media Marketing Trends 2024 // The Global Indie InsightsKurio // The Social Media Age(ncy)
 
Trends In Paid Search: Navigating The Digital Landscape In 2024
Trends In Paid Search: Navigating The Digital Landscape In 2024Trends In Paid Search: Navigating The Digital Landscape In 2024
Trends In Paid Search: Navigating The Digital Landscape In 2024Search Engine Journal
 
5 Public speaking tips from TED - Visualized summary
5 Public speaking tips from TED - Visualized summary5 Public speaking tips from TED - Visualized summary
5 Public speaking tips from TED - Visualized summarySpeakerHub
 
ChatGPT and the Future of Work - Clark Boyd
ChatGPT and the Future of Work - Clark Boyd ChatGPT and the Future of Work - Clark Boyd
ChatGPT and the Future of Work - Clark Boyd Clark Boyd
 
Getting into the tech field. what next
Getting into the tech field. what next Getting into the tech field. what next
Getting into the tech field. what next Tessa Mero
 
Google's Just Not That Into You: Understanding Core Updates & Search Intent
Google's Just Not That Into You: Understanding Core Updates & Search IntentGoogle's Just Not That Into You: Understanding Core Updates & Search Intent
Google's Just Not That Into You: Understanding Core Updates & Search IntentLily Ray
 
Time Management & Productivity - Best Practices
Time Management & Productivity -  Best PracticesTime Management & Productivity -  Best Practices
Time Management & Productivity - Best PracticesVit Horky
 
The six step guide to practical project management
The six step guide to practical project managementThe six step guide to practical project management
The six step guide to practical project managementMindGenius
 
Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...
Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...
Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...RachelPearson36
 

Destacado (20)

2024 State of Marketing Report – by Hubspot
2024 State of Marketing Report – by Hubspot2024 State of Marketing Report – by Hubspot
2024 State of Marketing Report – by Hubspot
 
Everything You Need To Know About ChatGPT
Everything You Need To Know About ChatGPTEverything You Need To Know About ChatGPT
Everything You Need To Know About ChatGPT
 
Product Design Trends in 2024 | Teenage Engineerings
Product Design Trends in 2024 | Teenage EngineeringsProduct Design Trends in 2024 | Teenage Engineerings
Product Design Trends in 2024 | Teenage Engineerings
 
How Race, Age and Gender Shape Attitudes Towards Mental Health
How Race, Age and Gender Shape Attitudes Towards Mental HealthHow Race, Age and Gender Shape Attitudes Towards Mental Health
How Race, Age and Gender Shape Attitudes Towards Mental Health
 
AI Trends in Creative Operations 2024 by Artwork Flow.pdf
AI Trends in Creative Operations 2024 by Artwork Flow.pdfAI Trends in Creative Operations 2024 by Artwork Flow.pdf
AI Trends in Creative Operations 2024 by Artwork Flow.pdf
 
Skeleton Culture Code
Skeleton Culture CodeSkeleton Culture Code
Skeleton Culture Code
 
PEPSICO Presentation to CAGNY Conference Feb 2024
PEPSICO Presentation to CAGNY Conference Feb 2024PEPSICO Presentation to CAGNY Conference Feb 2024
PEPSICO Presentation to CAGNY Conference Feb 2024
 
Content Methodology: A Best Practices Report (Webinar)
Content Methodology: A Best Practices Report (Webinar)Content Methodology: A Best Practices Report (Webinar)
Content Methodology: A Best Practices Report (Webinar)
 
How to Prepare For a Successful Job Search for 2024
How to Prepare For a Successful Job Search for 2024How to Prepare For a Successful Job Search for 2024
How to Prepare For a Successful Job Search for 2024
 
Social Media Marketing Trends 2024 // The Global Indie Insights
Social Media Marketing Trends 2024 // The Global Indie InsightsSocial Media Marketing Trends 2024 // The Global Indie Insights
Social Media Marketing Trends 2024 // The Global Indie Insights
 
Trends In Paid Search: Navigating The Digital Landscape In 2024
Trends In Paid Search: Navigating The Digital Landscape In 2024Trends In Paid Search: Navigating The Digital Landscape In 2024
Trends In Paid Search: Navigating The Digital Landscape In 2024
 
5 Public speaking tips from TED - Visualized summary
5 Public speaking tips from TED - Visualized summary5 Public speaking tips from TED - Visualized summary
5 Public speaking tips from TED - Visualized summary
 
ChatGPT and the Future of Work - Clark Boyd
ChatGPT and the Future of Work - Clark Boyd ChatGPT and the Future of Work - Clark Boyd
ChatGPT and the Future of Work - Clark Boyd
 
Getting into the tech field. what next
Getting into the tech field. what next Getting into the tech field. what next
Getting into the tech field. what next
 
Google's Just Not That Into You: Understanding Core Updates & Search Intent
Google's Just Not That Into You: Understanding Core Updates & Search IntentGoogle's Just Not That Into You: Understanding Core Updates & Search Intent
Google's Just Not That Into You: Understanding Core Updates & Search Intent
 
How to have difficult conversations
How to have difficult conversations How to have difficult conversations
How to have difficult conversations
 
Introduction to Data Science
Introduction to Data ScienceIntroduction to Data Science
Introduction to Data Science
 
Time Management & Productivity - Best Practices
Time Management & Productivity -  Best PracticesTime Management & Productivity -  Best Practices
Time Management & Productivity - Best Practices
 
The six step guide to practical project management
The six step guide to practical project managementThe six step guide to practical project management
The six step guide to practical project management
 
Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...
Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...
Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...
 

Des Catalogues au Web des Données [FR]