SlideShare uma empresa Scribd logo
1 de 25
Jason Plurad • pluradj@us.ibm.com • @pluradj
IBM Open Technology • Apache TinkerPop • JanusGraph
October 18, 2017 • Cognitive & AI Data Infrastructures Meetup • Santa Clara, CA
JanusGraph: Looking Backward
and Reaching Forward
@pluradj
Open source • Graph computing
@IBM • @ApacheTinkerPop • @JanusGraph
Food truck chaser • Durham, North Carolina
Jason Plurad
Agenda
Graphs
Graph Data Use Cases
Apache TinkerPop
JanusGraph
3
"Head of Janus, Vatican museum, Rome"
Loudon dodd, Wikipedia, CC BY-SA 3.0
Graphs
Graphs are not new but they are everywhere
5
Euler's Königsberg Bridge Problem
C
A
B
D
The Euler Archive http://eulerarchive.maa.org/
6
Property Graph
TinkerPop Modern Graph
Graph Data Use Cases
All about the relationships
8
Graph Data Use Cases
Social network analysis
Configuration management database
Master data management
Recommendation engines
Knowledge graphs
Internet of things
Cyber security attack analysis
9
Engagement Analytics
https://www.ibm.com/sna
10
Engagement Analytics
https://www.ibm.com/sna
11
Watson for Cyber Security
https://www.ibm.com/security/cognitive/
12
Apache TinkerPop
Open source graph computing framework
Apache TinkerPop™
 Open source, vendor-agnostic,
graph computing framework
 Gremlin graph traversal language
14
Apache TinkerPop
Maintainer Apache
Software
Foundation
License Apache
Latest
Release
3.3.0
August 2017
https://tinkerpop.apache.org
Graph System Integration
15
https://tinkerpop.apache.org
Gremlin Traversal Language
16
Recursively show all employees and their supervisors
sql2gremlin: Daniel Kuppitz @dkuppitz
http://sql2gremlin.com/
17
Graph Landscape
OLTP
Apache S2Graph
Azure Cosmos DB
BlazeGraph
ChronoGraph
DSE Graph
GRAKN.AI
HGraphDB
IBM Graph
JanusGraph
OrientDB
Neo4j
Sqlg
OLAP
Apache Hadoop
Apache Giraph
Apache Spark
Stardog
TinkerGraph
Titan
Unipop
JanusGraph
Open source scalable graph database
JanusGraph
 Established January 2017
– Fork of TitanDB code base
 Scalable graph database distributed on
multi-machine clusters with pluggable storage
and indexing
 Vendor-neutral, open community with
open governance
– Founders: Expero, Google, GRAKN.AI,
Hortonworks, IBM
– Members: Amazon, Huawei, Netflix,
Orchestral Developments, Seeq, Uber
– In Production: Celum, Finc, G-Data, Seeq
– 19 committers, 75 contributors
19
JanusGraph™
Maintainer Linux
Foundation
License Apache
Latest
Release
0.2.0
Oct 2017
https://janusgraph.org
JanusGraph Architecture
20
http://docs.janusgraph.org/latest/arch-overview.html
21
https://www.compose.com/janusgraph
22
Graph Databases, Gremlin and TinkerPop - a Tutorial
Kelvin Lawrence @gfxman
https://github.com/krlawrence/graph
23
JanusGraph Developer Journey
https://github.com/IBM/janusgraph-utils
 A 360° view of how JanusGraph solves a specific problem
– Includes contextual overviews, architecture diagrams, process flows, demos, blog posts,
and source code
 Twitter-like application in JanusGraph
– Data generator
– Schema loader
– CSV importer
– Graph model and queries
 Contributions welcome!
JanusGraph: Future Directions?
 Tooling
– Bulk loading
– Gremlin query editor
– Operations
 Visualization
 Storage layout
 Sematic reasoning
– Ontology, RDF
– Inference rules
 Grow the community
– Join Us!
24
https://janusgraph.org
Courtesy NASA/JPL-Caltech
Thank you!

Mais conteúdo relacionado

Mais procurados

Graph Processing with Apache TinkerPop
Graph Processing with Apache TinkerPopGraph Processing with Apache TinkerPop
Graph Processing with Apache TinkerPopJason Plurad
 
Enabling Multimodel Graphs with Apache TinkerPop
Enabling Multimodel Graphs with Apache TinkerPopEnabling Multimodel Graphs with Apache TinkerPop
Enabling Multimodel Graphs with Apache TinkerPopJason Plurad
 
HBaseCon 2015: Warcbase - Scaling 'Out' and 'Down' HBase for Web Archiving
HBaseCon 2015: Warcbase - Scaling 'Out' and 'Down' HBase for Web ArchivingHBaseCon 2015: Warcbase - Scaling 'Out' and 'Down' HBase for Web Archiving
HBaseCon 2015: Warcbase - Scaling 'Out' and 'Down' HBase for Web ArchivingHBaseCon
 
Graph Processing with Titan and Scylla
Graph Processing with Titan and ScyllaGraph Processing with Titan and Scylla
Graph Processing with Titan and ScyllaJason Plurad
 
Scalable Monitoring Using Apache Spark and Friends with Utkarsh Bhatnagar
Scalable Monitoring Using Apache Spark and Friends with Utkarsh BhatnagarScalable Monitoring Using Apache Spark and Friends with Utkarsh Bhatnagar
Scalable Monitoring Using Apache Spark and Friends with Utkarsh BhatnagarDatabricks
 
How Spark Enables the Internet of Things- Paula Ta-Shma
How Spark Enables the Internet of Things- Paula Ta-ShmaHow Spark Enables the Internet of Things- Paula Ta-Shma
How Spark Enables the Internet of Things- Paula Ta-ShmaSpark Summit
 
An excursion into Graph Analytics with Apache Spark GraphX
An excursion into Graph Analytics with Apache Spark GraphXAn excursion into Graph Analytics with Apache Spark GraphX
An excursion into Graph Analytics with Apache Spark GraphXKrishna Sankar
 
Leveraging Spark to Democratize Data for Omni-Commerce with Shafaq Abdullah
Leveraging Spark to Democratize Data for Omni-Commerce with Shafaq AbdullahLeveraging Spark to Democratize Data for Omni-Commerce with Shafaq Abdullah
Leveraging Spark to Democratize Data for Omni-Commerce with Shafaq AbdullahDatabricks
 
Watching Pigs Fly with the Netflix Hadoop Toolkit (Hadoop Summit 2013)
Watching Pigs Fly with the Netflix Hadoop Toolkit (Hadoop Summit 2013)Watching Pigs Fly with the Netflix Hadoop Toolkit (Hadoop Summit 2013)
Watching Pigs Fly with the Netflix Hadoop Toolkit (Hadoop Summit 2013)Jeff Magnusson
 
The Business Economics and Opportunity of Open Source Data Science
The Business Economics and Opportunity of Open Source Data ScienceThe Business Economics and Opportunity of Open Source Data Science
The Business Economics and Opportunity of Open Source Data ScienceRevolution Analytics
 
An efficient data mining solution by integrating Spark and Cassandra
An efficient data mining solution by integrating Spark and CassandraAn efficient data mining solution by integrating Spark and Cassandra
An efficient data mining solution by integrating Spark and CassandraStratio
 
Productive Data Tools for Quants
Productive Data Tools for QuantsProductive Data Tools for Quants
Productive Data Tools for QuantsWes McKinney
 
PyCon Singapore 2013 Keynote
PyCon Singapore 2013 KeynotePyCon Singapore 2013 Keynote
PyCon Singapore 2013 KeynoteWes McKinney
 
Magellen: Geospatial Analytics on Spark by Ram Sriharsha
Magellen: Geospatial Analytics on Spark by Ram SriharshaMagellen: Geospatial Analytics on Spark by Ram Sriharsha
Magellen: Geospatial Analytics on Spark by Ram SriharshaSpark Summit
 
Zillow's favorite big data & machine learning tools
Zillow's favorite big data & machine learning toolsZillow's favorite big data & machine learning tools
Zillow's favorite big data & machine learning toolsnjstevens
 
Data Science lifecycle with Apache Zeppelin and Spark by Moonsoo Lee
Data Science lifecycle with Apache Zeppelin and Spark by Moonsoo LeeData Science lifecycle with Apache Zeppelin and Spark by Moonsoo Lee
Data Science lifecycle with Apache Zeppelin and Spark by Moonsoo LeeSpark Summit
 
Hadoop Graph Processing with Apache Giraph
Hadoop Graph Processing with Apache GiraphHadoop Graph Processing with Apache Giraph
Hadoop Graph Processing with Apache GiraphDataWorks Summit
 
Cascalog at May Bay Area Hadoop User Group
Cascalog at May Bay Area Hadoop User GroupCascalog at May Bay Area Hadoop User Group
Cascalog at May Bay Area Hadoop User Groupnathanmarz
 
Are we reaching a Data Science Singularity? How Cognitive Computing is emergi...
Are we reaching a Data Science Singularity? How Cognitive Computing is emergi...Are we reaching a Data Science Singularity? How Cognitive Computing is emergi...
Are we reaching a Data Science Singularity? How Cognitive Computing is emergi...Big Data Spain
 
Realtime streaming architecture in INFINARIO
Realtime streaming architecture in INFINARIORealtime streaming architecture in INFINARIO
Realtime streaming architecture in INFINARIOJozo Kovac
 

Mais procurados (20)

Graph Processing with Apache TinkerPop
Graph Processing with Apache TinkerPopGraph Processing with Apache TinkerPop
Graph Processing with Apache TinkerPop
 
Enabling Multimodel Graphs with Apache TinkerPop
Enabling Multimodel Graphs with Apache TinkerPopEnabling Multimodel Graphs with Apache TinkerPop
Enabling Multimodel Graphs with Apache TinkerPop
 
HBaseCon 2015: Warcbase - Scaling 'Out' and 'Down' HBase for Web Archiving
HBaseCon 2015: Warcbase - Scaling 'Out' and 'Down' HBase for Web ArchivingHBaseCon 2015: Warcbase - Scaling 'Out' and 'Down' HBase for Web Archiving
HBaseCon 2015: Warcbase - Scaling 'Out' and 'Down' HBase for Web Archiving
 
Graph Processing with Titan and Scylla
Graph Processing with Titan and ScyllaGraph Processing with Titan and Scylla
Graph Processing with Titan and Scylla
 
Scalable Monitoring Using Apache Spark and Friends with Utkarsh Bhatnagar
Scalable Monitoring Using Apache Spark and Friends with Utkarsh BhatnagarScalable Monitoring Using Apache Spark and Friends with Utkarsh Bhatnagar
Scalable Monitoring Using Apache Spark and Friends with Utkarsh Bhatnagar
 
How Spark Enables the Internet of Things- Paula Ta-Shma
How Spark Enables the Internet of Things- Paula Ta-ShmaHow Spark Enables the Internet of Things- Paula Ta-Shma
How Spark Enables the Internet of Things- Paula Ta-Shma
 
An excursion into Graph Analytics with Apache Spark GraphX
An excursion into Graph Analytics with Apache Spark GraphXAn excursion into Graph Analytics with Apache Spark GraphX
An excursion into Graph Analytics with Apache Spark GraphX
 
Leveraging Spark to Democratize Data for Omni-Commerce with Shafaq Abdullah
Leveraging Spark to Democratize Data for Omni-Commerce with Shafaq AbdullahLeveraging Spark to Democratize Data for Omni-Commerce with Shafaq Abdullah
Leveraging Spark to Democratize Data for Omni-Commerce with Shafaq Abdullah
 
Watching Pigs Fly with the Netflix Hadoop Toolkit (Hadoop Summit 2013)
Watching Pigs Fly with the Netflix Hadoop Toolkit (Hadoop Summit 2013)Watching Pigs Fly with the Netflix Hadoop Toolkit (Hadoop Summit 2013)
Watching Pigs Fly with the Netflix Hadoop Toolkit (Hadoop Summit 2013)
 
The Business Economics and Opportunity of Open Source Data Science
The Business Economics and Opportunity of Open Source Data ScienceThe Business Economics and Opportunity of Open Source Data Science
The Business Economics and Opportunity of Open Source Data Science
 
An efficient data mining solution by integrating Spark and Cassandra
An efficient data mining solution by integrating Spark and CassandraAn efficient data mining solution by integrating Spark and Cassandra
An efficient data mining solution by integrating Spark and Cassandra
 
Productive Data Tools for Quants
Productive Data Tools for QuantsProductive Data Tools for Quants
Productive Data Tools for Quants
 
PyCon Singapore 2013 Keynote
PyCon Singapore 2013 KeynotePyCon Singapore 2013 Keynote
PyCon Singapore 2013 Keynote
 
Magellen: Geospatial Analytics on Spark by Ram Sriharsha
Magellen: Geospatial Analytics on Spark by Ram SriharshaMagellen: Geospatial Analytics on Spark by Ram Sriharsha
Magellen: Geospatial Analytics on Spark by Ram Sriharsha
 
Zillow's favorite big data & machine learning tools
Zillow's favorite big data & machine learning toolsZillow's favorite big data & machine learning tools
Zillow's favorite big data & machine learning tools
 
Data Science lifecycle with Apache Zeppelin and Spark by Moonsoo Lee
Data Science lifecycle with Apache Zeppelin and Spark by Moonsoo LeeData Science lifecycle with Apache Zeppelin and Spark by Moonsoo Lee
Data Science lifecycle with Apache Zeppelin and Spark by Moonsoo Lee
 
Hadoop Graph Processing with Apache Giraph
Hadoop Graph Processing with Apache GiraphHadoop Graph Processing with Apache Giraph
Hadoop Graph Processing with Apache Giraph
 
Cascalog at May Bay Area Hadoop User Group
Cascalog at May Bay Area Hadoop User GroupCascalog at May Bay Area Hadoop User Group
Cascalog at May Bay Area Hadoop User Group
 
Are we reaching a Data Science Singularity? How Cognitive Computing is emergi...
Are we reaching a Data Science Singularity? How Cognitive Computing is emergi...Are we reaching a Data Science Singularity? How Cognitive Computing is emergi...
Are we reaching a Data Science Singularity? How Cognitive Computing is emergi...
 
Realtime streaming architecture in INFINARIO
Realtime streaming architecture in INFINARIORealtime streaming architecture in INFINARIO
Realtime streaming architecture in INFINARIO
 

Semelhante a Janus graph lookingbackwardreachingforward

IBM Open by Design: Graph Technology
IBM Open by Design: Graph TechnologyIBM Open by Design: Graph Technology
IBM Open by Design: Graph TechnologyJason Plurad
 
JanusGraph, Jupyter Meetup NYC
JanusGraph, Jupyter Meetup NYCJanusGraph, Jupyter Meetup NYC
JanusGraph, Jupyter Meetup NYCJason Plurad
 
Infochimps: Cloud for Big Data
Infochimps: Cloud for Big DataInfochimps: Cloud for Big Data
Infochimps: Cloud for Big Datainside-BigData.com
 
Tugdual Grall - Real World Use Cases: Hadoop and NoSQL in Production
Tugdual Grall - Real World Use Cases: Hadoop and NoSQL in ProductionTugdual Grall - Real World Use Cases: Hadoop and NoSQL in Production
Tugdual Grall - Real World Use Cases: Hadoop and NoSQL in ProductionCodemotion
 
2024 Feb AI Meetup NYC GenAI_LLMs_ML_Data Codeless Generative AI Pipelines
2024 Feb AI Meetup NYC GenAI_LLMs_ML_Data Codeless Generative AI Pipelines2024 Feb AI Meetup NYC GenAI_LLMs_ML_Data Codeless Generative AI Pipelines
2024 Feb AI Meetup NYC GenAI_LLMs_ML_Data Codeless Generative AI PipelinesTimothy Spann
 
グラフデータベース Neptune 使ってみた
グラフデータベース Neptune 使ってみたグラフデータベース Neptune 使ってみた
グラフデータベース Neptune 使ってみたYoshiyasu SAEKI
 
Big Data & Analytics - Use Cases in Mobile, E-commerce, Media and more
Big Data & Analytics - Use Cases in Mobile, E-commerce, Media and moreBig Data & Analytics - Use Cases in Mobile, E-commerce, Media and more
Big Data & Analytics - Use Cases in Mobile, E-commerce, Media and moreAmazon Web Services
 
16 months @ SoundCloud
16 months @ SoundCloud16 months @ SoundCloud
16 months @ SoundCloudTobias Schmidt
 
Media_Entertainment_Veriticals
Media_Entertainment_VeriticalsMedia_Entertainment_Veriticals
Media_Entertainment_VeriticalsPeyman Mohajerian
 
Unlocking Open Data in the Cloud
Unlocking Open Data in the CloudUnlocking Open Data in the Cloud
Unlocking Open Data in the CloudAmazon Web Services
 
Apache Spark and the Emerging Technology Landscape for Big Data
Apache Spark and the Emerging Technology Landscape for Big DataApache Spark and the Emerging Technology Landscape for Big Data
Apache Spark and the Emerging Technology Landscape for Big DataPaco Nathan
 
Apache-Flink-What-How-Why-Who-Where-by-Slim-Baltagi
Apache-Flink-What-How-Why-Who-Where-by-Slim-BaltagiApache-Flink-What-How-Why-Who-Where-by-Slim-Baltagi
Apache-Flink-What-How-Why-Who-Where-by-Slim-BaltagiSlim Baltagi
 
Ipres2019 sn-stormcrawler
Ipres2019 sn-stormcrawlerIpres2019 sn-stormcrawler
Ipres2019 sn-stormcrawlersebastian_nagel
 
28March2024-Codeless-Generative-AI-Pipelines
28March2024-Codeless-Generative-AI-Pipelines28March2024-Codeless-Generative-AI-Pipelines
28March2024-Codeless-Generative-AI-PipelinesTimothy Spann
 
Analysis-of-Major-Trends-in-big-data-analytics-slim-baltagi-hadoop-summit
Analysis-of-Major-Trends-in-big-data-analytics-slim-baltagi-hadoop-summitAnalysis-of-Major-Trends-in-big-data-analytics-slim-baltagi-hadoop-summit
Analysis-of-Major-Trends-in-big-data-analytics-slim-baltagi-hadoop-summitSlim Baltagi
 
True Reusable Code - DevSum2016
True Reusable Code - DevSum2016True Reusable Code - DevSum2016
True Reusable Code - DevSum2016Eduard Lazar
 

Semelhante a Janus graph lookingbackwardreachingforward (20)

IBM Open by Design: Graph Technology
IBM Open by Design: Graph TechnologyIBM Open by Design: Graph Technology
IBM Open by Design: Graph Technology
 
JanusGraph, Jupyter Meetup NYC
JanusGraph, Jupyter Meetup NYCJanusGraph, Jupyter Meetup NYC
JanusGraph, Jupyter Meetup NYC
 
Infochimps: Cloud for Big Data
Infochimps: Cloud for Big DataInfochimps: Cloud for Big Data
Infochimps: Cloud for Big Data
 
Tugdual Grall - Real World Use Cases: Hadoop and NoSQL in Production
Tugdual Grall - Real World Use Cases: Hadoop and NoSQL in ProductionTugdual Grall - Real World Use Cases: Hadoop and NoSQL in Production
Tugdual Grall - Real World Use Cases: Hadoop and NoSQL in Production
 
OpenStack NSA
OpenStack NSAOpenStack NSA
OpenStack NSA
 
Tech
TechTech
Tech
 
2024 Feb AI Meetup NYC GenAI_LLMs_ML_Data Codeless Generative AI Pipelines
2024 Feb AI Meetup NYC GenAI_LLMs_ML_Data Codeless Generative AI Pipelines2024 Feb AI Meetup NYC GenAI_LLMs_ML_Data Codeless Generative AI Pipelines
2024 Feb AI Meetup NYC GenAI_LLMs_ML_Data Codeless Generative AI Pipelines
 
グラフデータベース Neptune 使ってみた
グラフデータベース Neptune 使ってみたグラフデータベース Neptune 使ってみた
グラフデータベース Neptune 使ってみた
 
Big Data & Analytics - Use Cases in Mobile, E-commerce, Media and more
Big Data & Analytics - Use Cases in Mobile, E-commerce, Media and moreBig Data & Analytics - Use Cases in Mobile, E-commerce, Media and more
Big Data & Analytics - Use Cases in Mobile, E-commerce, Media and more
 
16 months @ SoundCloud
16 months @ SoundCloud16 months @ SoundCloud
16 months @ SoundCloud
 
Media_Entertainment_Veriticals
Media_Entertainment_VeriticalsMedia_Entertainment_Veriticals
Media_Entertainment_Veriticals
 
Unlocking Open Data in the Cloud
Unlocking Open Data in the CloudUnlocking Open Data in the Cloud
Unlocking Open Data in the Cloud
 
Apache Spark and the Emerging Technology Landscape for Big Data
Apache Spark and the Emerging Technology Landscape for Big DataApache Spark and the Emerging Technology Landscape for Big Data
Apache Spark and the Emerging Technology Landscape for Big Data
 
Apache-Flink-What-How-Why-Who-Where-by-Slim-Baltagi
Apache-Flink-What-How-Why-Who-Where-by-Slim-BaltagiApache-Flink-What-How-Why-Who-Where-by-Slim-Baltagi
Apache-Flink-What-How-Why-Who-Where-by-Slim-Baltagi
 
Ipres2019 sn-stormcrawler
Ipres2019 sn-stormcrawlerIpres2019 sn-stormcrawler
Ipres2019 sn-stormcrawler
 
28March2024-Codeless-Generative-AI-Pipelines
28March2024-Codeless-Generative-AI-Pipelines28March2024-Codeless-Generative-AI-Pipelines
28March2024-Codeless-Generative-AI-Pipelines
 
Analysis-of-Major-Trends-in-big-data-analytics-slim-baltagi-hadoop-summit
Analysis-of-Major-Trends-in-big-data-analytics-slim-baltagi-hadoop-summitAnalysis-of-Major-Trends-in-big-data-analytics-slim-baltagi-hadoop-summit
Analysis-of-Major-Trends-in-big-data-analytics-slim-baltagi-hadoop-summit
 
Analysis of Major Trends in Big Data Analytics
Analysis of Major Trends in Big Data AnalyticsAnalysis of Major Trends in Big Data Analytics
Analysis of Major Trends in Big Data Analytics
 
Analysis of Major Trends in Big Data Analytics
Analysis of Major Trends in Big Data AnalyticsAnalysis of Major Trends in Big Data Analytics
Analysis of Major Trends in Big Data Analytics
 
True Reusable Code - DevSum2016
True Reusable Code - DevSum2016True Reusable Code - DevSum2016
True Reusable Code - DevSum2016
 

Último

Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...Igalia
 
CNv6 Instructor Chapter 6 Quality of Service
CNv6 Instructor Chapter 6 Quality of ServiceCNv6 Instructor Chapter 6 Quality of Service
CNv6 Instructor Chapter 6 Quality of Servicegiselly40
 
Automating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps ScriptAutomating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps Scriptwesley chun
 
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc
 
Advantages of Hiring UIUX Design Service Providers for Your Business
Advantages of Hiring UIUX Design Service Providers for Your BusinessAdvantages of Hiring UIUX Design Service Providers for Your Business
Advantages of Hiring UIUX Design Service Providers for Your BusinessPixlogix Infotech
 
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdfThe Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdfEnterprise Knowledge
 
🐬 The future of MySQL is Postgres 🐘
🐬  The future of MySQL is Postgres   🐘🐬  The future of MySQL is Postgres   🐘
🐬 The future of MySQL is Postgres 🐘RTylerCroy
 
A Call to Action for Generative AI in 2024
A Call to Action for Generative AI in 2024A Call to Action for Generative AI in 2024
A Call to Action for Generative AI in 2024Results
 
Boost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityBoost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityPrincipled Technologies
 
Artificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and MythsArtificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and MythsJoaquim Jorge
 
08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking MenDelhi Call girls
 
A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)Gabriella Davis
 
Data Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonData Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonAnna Loughnan Colquhoun
 
Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024The Digital Insurer
 
Factors to Consider When Choosing Accounts Payable Services Providers.pptx
Factors to Consider When Choosing Accounts Payable Services Providers.pptxFactors to Consider When Choosing Accounts Payable Services Providers.pptx
Factors to Consider When Choosing Accounts Payable Services Providers.pptxKatpro Technologies
 
The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024Rafal Los
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerThousandEyes
 
IAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI SolutionsIAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI SolutionsEnterprise Knowledge
 
A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?Igalia
 
GenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day PresentationGenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day PresentationMichael W. Hawkins
 

Último (20)

Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
 
CNv6 Instructor Chapter 6 Quality of Service
CNv6 Instructor Chapter 6 Quality of ServiceCNv6 Instructor Chapter 6 Quality of Service
CNv6 Instructor Chapter 6 Quality of Service
 
Automating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps ScriptAutomating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps Script
 
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law DevelopmentsTrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
TrustArc Webinar - Stay Ahead of US State Data Privacy Law Developments
 
Advantages of Hiring UIUX Design Service Providers for Your Business
Advantages of Hiring UIUX Design Service Providers for Your BusinessAdvantages of Hiring UIUX Design Service Providers for Your Business
Advantages of Hiring UIUX Design Service Providers for Your Business
 
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdfThe Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
 
🐬 The future of MySQL is Postgres 🐘
🐬  The future of MySQL is Postgres   🐘🐬  The future of MySQL is Postgres   🐘
🐬 The future of MySQL is Postgres 🐘
 
A Call to Action for Generative AI in 2024
A Call to Action for Generative AI in 2024A Call to Action for Generative AI in 2024
A Call to Action for Generative AI in 2024
 
Boost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityBoost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivity
 
Artificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and MythsArtificial Intelligence: Facts and Myths
Artificial Intelligence: Facts and Myths
 
08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men
 
A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)
 
Data Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonData Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt Robison
 
Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024Axa Assurance Maroc - Insurer Innovation Award 2024
Axa Assurance Maroc - Insurer Innovation Award 2024
 
Factors to Consider When Choosing Accounts Payable Services Providers.pptx
Factors to Consider When Choosing Accounts Payable Services Providers.pptxFactors to Consider When Choosing Accounts Payable Services Providers.pptx
Factors to Consider When Choosing Accounts Payable Services Providers.pptx
 
The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected Worker
 
IAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI SolutionsIAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI Solutions
 
A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?A Year of the Servo Reboot: Where Are We Now?
A Year of the Servo Reboot: Where Are We Now?
 
GenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day PresentationGenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day Presentation
 

Janus graph lookingbackwardreachingforward