SlideShare a Scribd company logo
1 of 23
Paradigms, change and
cake: the steep curve of
introducing new
technologies
Dr. Ruth Gonzaga
Paradigms, change and
cake: the steep curve of
introducing new
technologies
How to Start a Movement
“Advance your change on their terms”
People who don’t feel
empowered to
change the rules
Nay Sayers
Define success metrics up
front
Hidden Allies
Tried to solve the problem
before or are also interested
Cross-departmental
collaboration
A win for everyone
Find out what is working for
them about the existing
rules and what they are
afraid of losing if they
change them
It starts with You
Crafting a message
Engaging with Social Proof
What is in it for Me?
Added Value Fast, Lean and Simple
Human Friendly
1 2
• Well …. It’s been a learning curve.
• Visualisation: easy to understand information
about features and relationships.
• Interpretation: easy to follow the flow of
information between the features.
• Translation: easy to represent any business
question in a graph format and to modify the
graph to adapt to different questions.
• Graph models allow to include information on
the relationships between datapoints, enriching
the dataset.
• Graphs help uncover hidden features that can
be used in models.
• Graph specific algorithms like path metrics and
centrality and GraphML algorithms provide new
analytics tools in addition to our current Data
Science toolkit.
FastER, LeanER and SimplISH
3
Not only a new language, but new tools
Graph model
• Converting tabular data (e.g.
clickstream/viewing) into a graph
structure allows for a clearer analysis
of the user journey and common
patterns through different sessions
• Graphs are made of:
• Nodes (features)
• Relationships
• Properties
Viewing Device Title Genre Package Day of week Time of day …
1 a Barbie Kids Movie Sunday Breakfast
2 b GOT Fantasy Series Friday Late evening
3 a The Batman Action Movie Saturday Late evening
4 a Arsenal v
MUN
Football Sports Wednesday Late evening
Viewing data
Session
:WATCHED
Session
Duration: 1:37:22
Watched_Previously: 1
Don’t think about a pink elephant
https://neo4j.com/developer-blog/graph-refactoring-the-hard-way/
Analysis paralysis
This is just plain wrong
Hands down the best resources
SKY Paradigms, change and cake: the steep curve of introducing new technologies
SKY Paradigms, change and cake: the steep curve of introducing new technologies
SKY Paradigms, change and cake: the steep curve of introducing new technologies
SKY Paradigms, change and cake: the steep curve of introducing new technologies
SKY Paradigms, change and cake: the steep curve of introducing new technologies
SKY Paradigms, change and cake: the steep curve of introducing new technologies

More Related Content

Similar to SKY Paradigms, change and cake: the steep curve of introducing new technologies

Data carpentry replicathon_2017-03-24
Data carpentry replicathon_2017-03-24Data carpentry replicathon_2017-03-24
Data carpentry replicathon_2017-03-24tracykteal
 
3. Relationships Matter: Using Connected Data for Better Machine Learning
3. Relationships Matter: Using Connected Data for Better Machine Learning3. Relationships Matter: Using Connected Data for Better Machine Learning
3. Relationships Matter: Using Connected Data for Better Machine LearningNeo4j
 
Journey of The Connected Enterprise - Knowledge Graphs - Smart Data
Journey of The Connected Enterprise - Knowledge Graphs - Smart DataJourney of The Connected Enterprise - Knowledge Graphs - Smart Data
Journey of The Connected Enterprise - Knowledge Graphs - Smart DataBenjamin Nussbaum
 
A gentle introduction to relational learning
A gentle introduction to relational learning A gentle introduction to relational learning
A gentle introduction to relational learning Nikolaos Vasiloglou
 
Data modelling it's process and examples
Data modelling it's process and examplesData modelling it's process and examples
Data modelling it's process and examplesJayeshGadhave1
 
Power of data visualization
Power of data visualizationPower of data visualization
Power of data visualizationSayantiniBiswas
 
Spreadsheet problems
Spreadsheet problemsSpreadsheet problems
Spreadsheet problemsAugust Severn
 
Knowledge Management in Healthcare Analytics
Knowledge Management in Healthcare AnalyticsKnowledge Management in Healthcare Analytics
Knowledge Management in Healthcare AnalyticsGregory Nelson
 
Change Management: The Secret to a Successful SAS® Implementation
Change Management:  The Secret to a Successful SAS® ImplementationChange Management:  The Secret to a Successful SAS® Implementation
Change Management: The Secret to a Successful SAS® ImplementationThotWave
 
Introduction to Machine Learning - WeCloudData
Introduction to Machine Learning - WeCloudDataIntroduction to Machine Learning - WeCloudData
Introduction to Machine Learning - WeCloudDataWeCloudData
 
Introduction to Machine Learning - WeCloudData
Introduction to Machine Learning - WeCloudDataIntroduction to Machine Learning - WeCloudData
Introduction to Machine Learning - WeCloudDataWeCloudData
 
Taking portfolio benefits management to the next level with modern analytics ...
Taking portfolio benefits management to the next level with modern analytics ...Taking portfolio benefits management to the next level with modern analytics ...
Taking portfolio benefits management to the next level with modern analytics ...Association for Project Management
 
Accessible Next Level Visualizations
Accessible Next Level VisualizationsAccessible Next Level Visualizations
Accessible Next Level VisualizationsTed Gies
 

Similar to SKY Paradigms, change and cake: the steep curve of introducing new technologies (20)

Koa_P5.Final_PDF
Koa_P5.Final_PDFKoa_P5.Final_PDF
Koa_P5.Final_PDF
 
Data carpentry replicathon_2017-03-24
Data carpentry replicathon_2017-03-24Data carpentry replicathon_2017-03-24
Data carpentry replicathon_2017-03-24
 
3. Relationships Matter: Using Connected Data for Better Machine Learning
3. Relationships Matter: Using Connected Data for Better Machine Learning3. Relationships Matter: Using Connected Data for Better Machine Learning
3. Relationships Matter: Using Connected Data for Better Machine Learning
 
ML.pdf
ML.pdfML.pdf
ML.pdf
 
Journey of The Connected Enterprise - Knowledge Graphs - Smart Data
Journey of The Connected Enterprise - Knowledge Graphs - Smart DataJourney of The Connected Enterprise - Knowledge Graphs - Smart Data
Journey of The Connected Enterprise - Knowledge Graphs - Smart Data
 
A gentle introduction to relational learning
A gentle introduction to relational learning A gentle introduction to relational learning
A gentle introduction to relational learning
 
Data Science in Python.pptx
Data Science in Python.pptxData Science in Python.pptx
Data Science in Python.pptx
 
Unit 2
Unit 2Unit 2
Unit 2
 
Data modelling it's process and examples
Data modelling it's process and examplesData modelling it's process and examples
Data modelling it's process and examples
 
Power of data visualization
Power of data visualizationPower of data visualization
Power of data visualization
 
Spreadsheet problems
Spreadsheet problemsSpreadsheet problems
Spreadsheet problems
 
Knowledge Management in Healthcare Analytics
Knowledge Management in Healthcare AnalyticsKnowledge Management in Healthcare Analytics
Knowledge Management in Healthcare Analytics
 
Change Management: The Secret to a Successful SAS® Implementation
Change Management:  The Secret to a Successful SAS® ImplementationChange Management:  The Secret to a Successful SAS® Implementation
Change Management: The Secret to a Successful SAS® Implementation
 
Introduction to Machine Learning - WeCloudData
Introduction to Machine Learning - WeCloudDataIntroduction to Machine Learning - WeCloudData
Introduction to Machine Learning - WeCloudData
 
Introduction to Machine Learning - WeCloudData
Introduction to Machine Learning - WeCloudDataIntroduction to Machine Learning - WeCloudData
Introduction to Machine Learning - WeCloudData
 
Taking portfolio benefits management to the next level with modern analytics ...
Taking portfolio benefits management to the next level with modern analytics ...Taking portfolio benefits management to the next level with modern analytics ...
Taking portfolio benefits management to the next level with modern analytics ...
 
Ola ei nov. 22 2103
Ola ei nov. 22 2103Ola ei nov. 22 2103
Ola ei nov. 22 2103
 
Notebooks in IBM
Notebooks in IBMNotebooks in IBM
Notebooks in IBM
 
Accessible Next Level Visualizations
Accessible Next Level VisualizationsAccessible Next Level Visualizations
Accessible Next Level Visualizations
 
Turning Information chaos into reliable data
Turning Information chaos into reliable dataTurning Information chaos into reliable data
Turning Information chaos into reliable data
 

More from Neo4j

Build your next Gen AI Breakthrough - April 2024
Build your next Gen AI Breakthrough - April 2024Build your next Gen AI Breakthrough - April 2024
Build your next Gen AI Breakthrough - April 2024Neo4j
 
Connecting the Dots for Information Discovery.pdf
Connecting the Dots for Information Discovery.pdfConnecting the Dots for Information Discovery.pdf
Connecting the Dots for Information Discovery.pdfNeo4j
 
ISDEFE - GraphSummit Madrid - ARETA: Aviation Real-Time Emissions Token Accre...
ISDEFE - GraphSummit Madrid - ARETA: Aviation Real-Time Emissions Token Accre...ISDEFE - GraphSummit Madrid - ARETA: Aviation Real-Time Emissions Token Accre...
ISDEFE - GraphSummit Madrid - ARETA: Aviation Real-Time Emissions Token Accre...Neo4j
 
BBVA - GraphSummit Madrid - Caso de éxito en BBVA: Optimizando con grafos
BBVA - GraphSummit Madrid - Caso de éxito en BBVA: Optimizando con grafosBBVA - GraphSummit Madrid - Caso de éxito en BBVA: Optimizando con grafos
BBVA - GraphSummit Madrid - Caso de éxito en BBVA: Optimizando con grafosNeo4j
 
Graph Everywhere - Josep Taruella - Por qué Graph Data Science en tus modelos...
Graph Everywhere - Josep Taruella - Por qué Graph Data Science en tus modelos...Graph Everywhere - Josep Taruella - Por qué Graph Data Science en tus modelos...
Graph Everywhere - Josep Taruella - Por qué Graph Data Science en tus modelos...Neo4j
 
GraphSummit Madrid - Product Vision and Roadmap - Luis Salvador Neo4j
GraphSummit Madrid - Product Vision and Roadmap - Luis Salvador Neo4jGraphSummit Madrid - Product Vision and Roadmap - Luis Salvador Neo4j
GraphSummit Madrid - Product Vision and Roadmap - Luis Salvador Neo4jNeo4j
 
Neo4j_Exploring the Impact of Graph Technology on Financial Services.pdf
Neo4j_Exploring the Impact of Graph Technology on Financial Services.pdfNeo4j_Exploring the Impact of Graph Technology on Financial Services.pdf
Neo4j_Exploring the Impact of Graph Technology on Financial Services.pdfNeo4j
 
Rabobank_Exploring the Impact of Graph Technology on Financial Services.pdf
Rabobank_Exploring the Impact of Graph Technology on Financial Services.pdfRabobank_Exploring the Impact of Graph Technology on Financial Services.pdf
Rabobank_Exploring the Impact of Graph Technology on Financial Services.pdfNeo4j
 
Webinar - IA generativa e grafi Neo4j: RAG time!
Webinar - IA generativa e grafi Neo4j: RAG time!Webinar - IA generativa e grafi Neo4j: RAG time!
Webinar - IA generativa e grafi Neo4j: RAG time!Neo4j
 
IA Generativa y Grafos de Neo4j: RAG time
IA Generativa y Grafos de Neo4j: RAG timeIA Generativa y Grafos de Neo4j: RAG time
IA Generativa y Grafos de Neo4j: RAG timeNeo4j
 
Neo4j: Data Engineering for RAG (retrieval augmented generation)
Neo4j: Data Engineering for RAG (retrieval augmented generation)Neo4j: Data Engineering for RAG (retrieval augmented generation)
Neo4j: Data Engineering for RAG (retrieval augmented generation)Neo4j
 
Neo4j Graph Summit 2024 Workshop - EMEA - Breda_and_Munchen.pdf
Neo4j Graph Summit 2024 Workshop - EMEA - Breda_and_Munchen.pdfNeo4j Graph Summit 2024 Workshop - EMEA - Breda_and_Munchen.pdf
Neo4j Graph Summit 2024 Workshop - EMEA - Breda_and_Munchen.pdfNeo4j
 
Enabling GenAI Breakthroughs with Knowledge Graphs
Enabling GenAI Breakthroughs with Knowledge GraphsEnabling GenAI Breakthroughs with Knowledge Graphs
Enabling GenAI Breakthroughs with Knowledge GraphsNeo4j
 
Neo4j_Anurag Tandon_Product Vision and Roadmap.Benelux.pptx.pdf
Neo4j_Anurag Tandon_Product Vision and Roadmap.Benelux.pptx.pdfNeo4j_Anurag Tandon_Product Vision and Roadmap.Benelux.pptx.pdf
Neo4j_Anurag Tandon_Product Vision and Roadmap.Benelux.pptx.pdfNeo4j
 
Neo4j Jesus Barrasa The Art of the Possible with Graph
Neo4j Jesus Barrasa The Art of the Possible with GraphNeo4j Jesus Barrasa The Art of the Possible with Graph
Neo4j Jesus Barrasa The Art of the Possible with GraphNeo4j
 
SWIFT: Maintaining Critical Standards in the Financial Services Industry with...
SWIFT: Maintaining Critical Standards in the Financial Services Industry with...SWIFT: Maintaining Critical Standards in the Financial Services Industry with...
SWIFT: Maintaining Critical Standards in the Financial Services Industry with...Neo4j
 
Deloitte & Red Cross: Talk to your data with Knowledge-enriched Generative AI
Deloitte & Red Cross: Talk to your data with Knowledge-enriched Generative AIDeloitte & Red Cross: Talk to your data with Knowledge-enriched Generative AI
Deloitte & Red Cross: Talk to your data with Knowledge-enriched Generative AINeo4j
 
Ingka Digital: Linked Metadata by Design
Ingka Digital: Linked Metadata by DesignIngka Digital: Linked Metadata by Design
Ingka Digital: Linked Metadata by DesignNeo4j
 
Discover Neo4j Aura_ The Future of Graph Database-as-a-Service Workshop_3.13.24
Discover Neo4j Aura_ The Future of Graph Database-as-a-Service Workshop_3.13.24Discover Neo4j Aura_ The Future of Graph Database-as-a-Service Workshop_3.13.24
Discover Neo4j Aura_ The Future of Graph Database-as-a-Service Workshop_3.13.24Neo4j
 
GraphSummit Copenhagen 2024 - Neo4j Vision and Roadmap.pptx
GraphSummit Copenhagen 2024 - Neo4j Vision and Roadmap.pptxGraphSummit Copenhagen 2024 - Neo4j Vision and Roadmap.pptx
GraphSummit Copenhagen 2024 - Neo4j Vision and Roadmap.pptxNeo4j
 

More from Neo4j (20)

Build your next Gen AI Breakthrough - April 2024
Build your next Gen AI Breakthrough - April 2024Build your next Gen AI Breakthrough - April 2024
Build your next Gen AI Breakthrough - April 2024
 
Connecting the Dots for Information Discovery.pdf
Connecting the Dots for Information Discovery.pdfConnecting the Dots for Information Discovery.pdf
Connecting the Dots for Information Discovery.pdf
 
ISDEFE - GraphSummit Madrid - ARETA: Aviation Real-Time Emissions Token Accre...
ISDEFE - GraphSummit Madrid - ARETA: Aviation Real-Time Emissions Token Accre...ISDEFE - GraphSummit Madrid - ARETA: Aviation Real-Time Emissions Token Accre...
ISDEFE - GraphSummit Madrid - ARETA: Aviation Real-Time Emissions Token Accre...
 
BBVA - GraphSummit Madrid - Caso de éxito en BBVA: Optimizando con grafos
BBVA - GraphSummit Madrid - Caso de éxito en BBVA: Optimizando con grafosBBVA - GraphSummit Madrid - Caso de éxito en BBVA: Optimizando con grafos
BBVA - GraphSummit Madrid - Caso de éxito en BBVA: Optimizando con grafos
 
Graph Everywhere - Josep Taruella - Por qué Graph Data Science en tus modelos...
Graph Everywhere - Josep Taruella - Por qué Graph Data Science en tus modelos...Graph Everywhere - Josep Taruella - Por qué Graph Data Science en tus modelos...
Graph Everywhere - Josep Taruella - Por qué Graph Data Science en tus modelos...
 
GraphSummit Madrid - Product Vision and Roadmap - Luis Salvador Neo4j
GraphSummit Madrid - Product Vision and Roadmap - Luis Salvador Neo4jGraphSummit Madrid - Product Vision and Roadmap - Luis Salvador Neo4j
GraphSummit Madrid - Product Vision and Roadmap - Luis Salvador Neo4j
 
Neo4j_Exploring the Impact of Graph Technology on Financial Services.pdf
Neo4j_Exploring the Impact of Graph Technology on Financial Services.pdfNeo4j_Exploring the Impact of Graph Technology on Financial Services.pdf
Neo4j_Exploring the Impact of Graph Technology on Financial Services.pdf
 
Rabobank_Exploring the Impact of Graph Technology on Financial Services.pdf
Rabobank_Exploring the Impact of Graph Technology on Financial Services.pdfRabobank_Exploring the Impact of Graph Technology on Financial Services.pdf
Rabobank_Exploring the Impact of Graph Technology on Financial Services.pdf
 
Webinar - IA generativa e grafi Neo4j: RAG time!
Webinar - IA generativa e grafi Neo4j: RAG time!Webinar - IA generativa e grafi Neo4j: RAG time!
Webinar - IA generativa e grafi Neo4j: RAG time!
 
IA Generativa y Grafos de Neo4j: RAG time
IA Generativa y Grafos de Neo4j: RAG timeIA Generativa y Grafos de Neo4j: RAG time
IA Generativa y Grafos de Neo4j: RAG time
 
Neo4j: Data Engineering for RAG (retrieval augmented generation)
Neo4j: Data Engineering for RAG (retrieval augmented generation)Neo4j: Data Engineering for RAG (retrieval augmented generation)
Neo4j: Data Engineering for RAG (retrieval augmented generation)
 
Neo4j Graph Summit 2024 Workshop - EMEA - Breda_and_Munchen.pdf
Neo4j Graph Summit 2024 Workshop - EMEA - Breda_and_Munchen.pdfNeo4j Graph Summit 2024 Workshop - EMEA - Breda_and_Munchen.pdf
Neo4j Graph Summit 2024 Workshop - EMEA - Breda_and_Munchen.pdf
 
Enabling GenAI Breakthroughs with Knowledge Graphs
Enabling GenAI Breakthroughs with Knowledge GraphsEnabling GenAI Breakthroughs with Knowledge Graphs
Enabling GenAI Breakthroughs with Knowledge Graphs
 
Neo4j_Anurag Tandon_Product Vision and Roadmap.Benelux.pptx.pdf
Neo4j_Anurag Tandon_Product Vision and Roadmap.Benelux.pptx.pdfNeo4j_Anurag Tandon_Product Vision and Roadmap.Benelux.pptx.pdf
Neo4j_Anurag Tandon_Product Vision and Roadmap.Benelux.pptx.pdf
 
Neo4j Jesus Barrasa The Art of the Possible with Graph
Neo4j Jesus Barrasa The Art of the Possible with GraphNeo4j Jesus Barrasa The Art of the Possible with Graph
Neo4j Jesus Barrasa The Art of the Possible with Graph
 
SWIFT: Maintaining Critical Standards in the Financial Services Industry with...
SWIFT: Maintaining Critical Standards in the Financial Services Industry with...SWIFT: Maintaining Critical Standards in the Financial Services Industry with...
SWIFT: Maintaining Critical Standards in the Financial Services Industry with...
 
Deloitte & Red Cross: Talk to your data with Knowledge-enriched Generative AI
Deloitte & Red Cross: Talk to your data with Knowledge-enriched Generative AIDeloitte & Red Cross: Talk to your data with Knowledge-enriched Generative AI
Deloitte & Red Cross: Talk to your data with Knowledge-enriched Generative AI
 
Ingka Digital: Linked Metadata by Design
Ingka Digital: Linked Metadata by DesignIngka Digital: Linked Metadata by Design
Ingka Digital: Linked Metadata by Design
 
Discover Neo4j Aura_ The Future of Graph Database-as-a-Service Workshop_3.13.24
Discover Neo4j Aura_ The Future of Graph Database-as-a-Service Workshop_3.13.24Discover Neo4j Aura_ The Future of Graph Database-as-a-Service Workshop_3.13.24
Discover Neo4j Aura_ The Future of Graph Database-as-a-Service Workshop_3.13.24
 
GraphSummit Copenhagen 2024 - Neo4j Vision and Roadmap.pptx
GraphSummit Copenhagen 2024 - Neo4j Vision and Roadmap.pptxGraphSummit Copenhagen 2024 - Neo4j Vision and Roadmap.pptx
GraphSummit Copenhagen 2024 - Neo4j Vision and Roadmap.pptx
 

Recently uploaded

How AI, OpenAI, and ChatGPT impact business and software.
How AI, OpenAI, and ChatGPT impact business and software.How AI, OpenAI, and ChatGPT impact business and software.
How AI, OpenAI, and ChatGPT impact business and software.Curtis Poe
 
WordPress Websites for Engineers: Elevate Your Brand
WordPress Websites for Engineers: Elevate Your BrandWordPress Websites for Engineers: Elevate Your Brand
WordPress Websites for Engineers: Elevate Your Brandgvaughan
 
Digital Identity is Under Attack: FIDO Paris Seminar.pptx
Digital Identity is Under Attack: FIDO Paris Seminar.pptxDigital Identity is Under Attack: FIDO Paris Seminar.pptx
Digital Identity is Under Attack: FIDO Paris Seminar.pptxLoriGlavin3
 
The State of Passkeys with FIDO Alliance.pptx
The State of Passkeys with FIDO Alliance.pptxThe State of Passkeys with FIDO Alliance.pptx
The State of Passkeys with FIDO Alliance.pptxLoriGlavin3
 
What's New in Teams Calling, Meetings and Devices March 2024
What's New in Teams Calling, Meetings and Devices March 2024What's New in Teams Calling, Meetings and Devices March 2024
What's New in Teams Calling, Meetings and Devices March 2024Stephanie Beckett
 
What is DBT - The Ultimate Data Build Tool.pdf
What is DBT - The Ultimate Data Build Tool.pdfWhat is DBT - The Ultimate Data Build Tool.pdf
What is DBT - The Ultimate Data Build Tool.pdfMounikaPolabathina
 
SALESFORCE EDUCATION CLOUD | FEXLE SERVICES
SALESFORCE EDUCATION CLOUD | FEXLE SERVICESSALESFORCE EDUCATION CLOUD | FEXLE SERVICES
SALESFORCE EDUCATION CLOUD | FEXLE SERVICESmohitsingh558521
 
Dev Dives: Streamline document processing with UiPath Studio Web
Dev Dives: Streamline document processing with UiPath Studio WebDev Dives: Streamline document processing with UiPath Studio Web
Dev Dives: Streamline document processing with UiPath Studio WebUiPathCommunity
 
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024BookNet Canada
 
SIP trunking in Janus @ Kamailio World 2024
SIP trunking in Janus @ Kamailio World 2024SIP trunking in Janus @ Kamailio World 2024
SIP trunking in Janus @ Kamailio World 2024Lorenzo Miniero
 
What is Artificial Intelligence?????????
What is Artificial Intelligence?????????What is Artificial Intelligence?????????
What is Artificial Intelligence?????????blackmambaettijean
 
Advanced Computer Architecture – An Introduction
Advanced Computer Architecture – An IntroductionAdvanced Computer Architecture – An Introduction
Advanced Computer Architecture – An IntroductionDilum Bandara
 
TrustArc Webinar - How to Build Consumer Trust Through Data Privacy
TrustArc Webinar - How to Build Consumer Trust Through Data PrivacyTrustArc Webinar - How to Build Consumer Trust Through Data Privacy
TrustArc Webinar - How to Build Consumer Trust Through Data PrivacyTrustArc
 
Sample pptx for embedding into website for demo
Sample pptx for embedding into website for demoSample pptx for embedding into website for demo
Sample pptx for embedding into website for demoHarshalMandlekar2
 
Ensuring Technical Readiness For Copilot in Microsoft 365
Ensuring Technical Readiness For Copilot in Microsoft 365Ensuring Technical Readiness For Copilot in Microsoft 365
Ensuring Technical Readiness For Copilot in Microsoft 3652toLead Limited
 
Training state-of-the-art general text embedding
Training state-of-the-art general text embeddingTraining state-of-the-art general text embedding
Training state-of-the-art general text embeddingZilliz
 
Rise of the Machines: Known As Drones...
Rise of the Machines: Known As Drones...Rise of the Machines: Known As Drones...
Rise of the Machines: Known As Drones...Rick Flair
 
Generative AI for Technical Writer or Information Developers
Generative AI for Technical Writer or Information DevelopersGenerative AI for Technical Writer or Information Developers
Generative AI for Technical Writer or Information DevelopersRaghuram Pandurangan
 
"ML in Production",Oleksandr Bagan
"ML in Production",Oleksandr Bagan"ML in Production",Oleksandr Bagan
"ML in Production",Oleksandr BaganFwdays
 
DevoxxFR 2024 Reproducible Builds with Apache Maven
DevoxxFR 2024 Reproducible Builds with Apache MavenDevoxxFR 2024 Reproducible Builds with Apache Maven
DevoxxFR 2024 Reproducible Builds with Apache MavenHervé Boutemy
 

Recently uploaded (20)

How AI, OpenAI, and ChatGPT impact business and software.
How AI, OpenAI, and ChatGPT impact business and software.How AI, OpenAI, and ChatGPT impact business and software.
How AI, OpenAI, and ChatGPT impact business and software.
 
WordPress Websites for Engineers: Elevate Your Brand
WordPress Websites for Engineers: Elevate Your BrandWordPress Websites for Engineers: Elevate Your Brand
WordPress Websites for Engineers: Elevate Your Brand
 
Digital Identity is Under Attack: FIDO Paris Seminar.pptx
Digital Identity is Under Attack: FIDO Paris Seminar.pptxDigital Identity is Under Attack: FIDO Paris Seminar.pptx
Digital Identity is Under Attack: FIDO Paris Seminar.pptx
 
The State of Passkeys with FIDO Alliance.pptx
The State of Passkeys with FIDO Alliance.pptxThe State of Passkeys with FIDO Alliance.pptx
The State of Passkeys with FIDO Alliance.pptx
 
What's New in Teams Calling, Meetings and Devices March 2024
What's New in Teams Calling, Meetings and Devices March 2024What's New in Teams Calling, Meetings and Devices March 2024
What's New in Teams Calling, Meetings and Devices March 2024
 
What is DBT - The Ultimate Data Build Tool.pdf
What is DBT - The Ultimate Data Build Tool.pdfWhat is DBT - The Ultimate Data Build Tool.pdf
What is DBT - The Ultimate Data Build Tool.pdf
 
SALESFORCE EDUCATION CLOUD | FEXLE SERVICES
SALESFORCE EDUCATION CLOUD | FEXLE SERVICESSALESFORCE EDUCATION CLOUD | FEXLE SERVICES
SALESFORCE EDUCATION CLOUD | FEXLE SERVICES
 
Dev Dives: Streamline document processing with UiPath Studio Web
Dev Dives: Streamline document processing with UiPath Studio WebDev Dives: Streamline document processing with UiPath Studio Web
Dev Dives: Streamline document processing with UiPath Studio Web
 
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
 
SIP trunking in Janus @ Kamailio World 2024
SIP trunking in Janus @ Kamailio World 2024SIP trunking in Janus @ Kamailio World 2024
SIP trunking in Janus @ Kamailio World 2024
 
What is Artificial Intelligence?????????
What is Artificial Intelligence?????????What is Artificial Intelligence?????????
What is Artificial Intelligence?????????
 
Advanced Computer Architecture – An Introduction
Advanced Computer Architecture – An IntroductionAdvanced Computer Architecture – An Introduction
Advanced Computer Architecture – An Introduction
 
TrustArc Webinar - How to Build Consumer Trust Through Data Privacy
TrustArc Webinar - How to Build Consumer Trust Through Data PrivacyTrustArc Webinar - How to Build Consumer Trust Through Data Privacy
TrustArc Webinar - How to Build Consumer Trust Through Data Privacy
 
Sample pptx for embedding into website for demo
Sample pptx for embedding into website for demoSample pptx for embedding into website for demo
Sample pptx for embedding into website for demo
 
Ensuring Technical Readiness For Copilot in Microsoft 365
Ensuring Technical Readiness For Copilot in Microsoft 365Ensuring Technical Readiness For Copilot in Microsoft 365
Ensuring Technical Readiness For Copilot in Microsoft 365
 
Training state-of-the-art general text embedding
Training state-of-the-art general text embeddingTraining state-of-the-art general text embedding
Training state-of-the-art general text embedding
 
Rise of the Machines: Known As Drones...
Rise of the Machines: Known As Drones...Rise of the Machines: Known As Drones...
Rise of the Machines: Known As Drones...
 
Generative AI for Technical Writer or Information Developers
Generative AI for Technical Writer or Information DevelopersGenerative AI for Technical Writer or Information Developers
Generative AI for Technical Writer or Information Developers
 
"ML in Production",Oleksandr Bagan
"ML in Production",Oleksandr Bagan"ML in Production",Oleksandr Bagan
"ML in Production",Oleksandr Bagan
 
DevoxxFR 2024 Reproducible Builds with Apache Maven
DevoxxFR 2024 Reproducible Builds with Apache MavenDevoxxFR 2024 Reproducible Builds with Apache Maven
DevoxxFR 2024 Reproducible Builds with Apache Maven
 

SKY Paradigms, change and cake: the steep curve of introducing new technologies

  • 1. Paradigms, change and cake: the steep curve of introducing new technologies Dr. Ruth Gonzaga Paradigms, change and cake: the steep curve of introducing new technologies
  • 2.
  • 3. How to Start a Movement
  • 4. “Advance your change on their terms” People who don’t feel empowered to change the rules Nay Sayers Define success metrics up front Hidden Allies Tried to solve the problem before or are also interested Cross-departmental collaboration A win for everyone Find out what is working for them about the existing rules and what they are afraid of losing if they change them
  • 6.
  • 7.
  • 10.
  • 11. What is in it for Me? Added Value Fast, Lean and Simple Human Friendly 1 2 • Well …. It’s been a learning curve. • Visualisation: easy to understand information about features and relationships. • Interpretation: easy to follow the flow of information between the features. • Translation: easy to represent any business question in a graph format and to modify the graph to adapt to different questions. • Graph models allow to include information on the relationships between datapoints, enriching the dataset. • Graphs help uncover hidden features that can be used in models. • Graph specific algorithms like path metrics and centrality and GraphML algorithms provide new analytics tools in addition to our current Data Science toolkit. FastER, LeanER and SimplISH 3
  • 12.
  • 13. Not only a new language, but new tools
  • 14. Graph model • Converting tabular data (e.g. clickstream/viewing) into a graph structure allows for a clearer analysis of the user journey and common patterns through different sessions • Graphs are made of: • Nodes (features) • Relationships • Properties Viewing Device Title Genre Package Day of week Time of day … 1 a Barbie Kids Movie Sunday Breakfast 2 b GOT Fantasy Series Friday Late evening 3 a The Batman Action Movie Saturday Late evening 4 a Arsenal v MUN Football Sports Wednesday Late evening Viewing data Session :WATCHED Session Duration: 1:37:22 Watched_Previously: 1 Don’t think about a pink elephant
  • 16. This is just plain wrong
  • 17. Hands down the best resources