SlideShare une entreprise Scribd logo
1  sur  22
Towards Utilizing GPUs in Information Visualization: A Model and Implementation of Image-Space Operations Bryan McDonnel Niklas Elmqvist
GPUVis ,[object Object],[object Object],[object Object]
MOTIVATION GPUVis
The Rise of the GPU ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Early S3 graphics card NVidia GTX 285 & 295
General Purpose GPU computing ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
GPUs for Scientific Visualization ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Scout: A Hardware-Accelerated System for Quantitatively Driven Visualization and Analysis – McCormick et al. 2004
GPUs for Information Visualization ,[object Object],[object Object],[object Object],[object Object],[object Object],Revealing structure in visualizations of dense 2D and 3D parallel coordinates – J. Johansson et al. 2006
METHOD GPUVis
Image-Space Visualization Operations (IVOs) ,[object Object],[object Object],[object Object]
IVO Model ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
IVO Components ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Composing IVOs
IMPLEMENTATION GPUVis
GPU Shader Programming Model ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Shaders as IVOs ,[object Object],[object Object],[object Object],[object Object]
Visualization Application ,[object Object],[object Object]
Visualization Application ,[object Object],[object Object]
Visual IVO Editor ,[object Object],[object Object],[object Object]
DEMO GPUVis
Results ,[object Object],[object Object],[object Object],[object Object],Visualization OpenGL GPUVis Scatter plot 69.5 77.5 Node-link 19.9 68.0 Treemap 89.8 99.8
Summary and Future Work ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Questions? [email_address] [email_address]

Contenu connexe

Tendances

Mapping Parallel Programs into Hierarchical Distributed Computer Systems
Mapping Parallel Programs into Hierarchical Distributed Computer SystemsMapping Parallel Programs into Hierarchical Distributed Computer Systems
Mapping Parallel Programs into Hierarchical Distributed Computer Systems
Mikhail Kurnosov
 
Image proceesing with matlab
Image proceesing with matlabImage proceesing with matlab
Image proceesing with matlab
Ashutosh Shahi
 

Tendances (20)

Convolutional Patch Representations for Image Retrieval An unsupervised approach
Convolutional Patch Representations for Image Retrieval An unsupervised approachConvolutional Patch Representations for Image Retrieval An unsupervised approach
Convolutional Patch Representations for Image Retrieval An unsupervised approach
 
Histogram based Enhancement
Histogram based Enhancement Histogram based Enhancement
Histogram based Enhancement
 
Survey on optical flow estimation with DL
Survey on optical flow estimation with DLSurvey on optical flow estimation with DL
Survey on optical flow estimation with DL
 
Graph Convolutional Network
Graph  Convolutional NetworkGraph  Convolutional Network
Graph Convolutional Network
 
Histogram based enhancement
Histogram based enhancementHistogram based enhancement
Histogram based enhancement
 
Extended Light Maps
Extended Light MapsExtended Light Maps
Extended Light Maps
 
Deep image retrieval - learning global representations for image search - ub ...
Deep image retrieval - learning global representations for image search - ub ...Deep image retrieval - learning global representations for image search - ub ...
Deep image retrieval - learning global representations for image search - ub ...
 
Automatic Dense Semantic Mapping From Visual Street-level Imagery
Automatic Dense Semantic Mapping From Visual Street-level ImageryAutomatic Dense Semantic Mapping From Visual Street-level Imagery
Automatic Dense Semantic Mapping From Visual Street-level Imagery
 
Improving access to satellite imagery with Cloud computing
Improving access to satellite imagery with Cloud computingImproving access to satellite imagery with Cloud computing
Improving access to satellite imagery with Cloud computing
 
Intensity Transformation Functions of image with Matlab
Intensity Transformation Functions of image with Matlab Intensity Transformation Functions of image with Matlab
Intensity Transformation Functions of image with Matlab
 
Mapping Parallel Programs into Hierarchical Distributed Computer Systems
Mapping Parallel Programs into Hierarchical Distributed Computer SystemsMapping Parallel Programs into Hierarchical Distributed Computer Systems
Mapping Parallel Programs into Hierarchical Distributed Computer Systems
 
Gpu presentation
Gpu presentationGpu presentation
Gpu presentation
 
Thesis Presentation
Thesis PresentationThesis Presentation
Thesis Presentation
 
Temporary Coherence 3D Animation
Temporary Coherence 3D AnimationTemporary Coherence 3D Animation
Temporary Coherence 3D Animation
 
Icaros Photogrammetric Suite (IPS) Workflow
Icaros Photogrammetric Suite (IPS) WorkflowIcaros Photogrammetric Suite (IPS) Workflow
Icaros Photogrammetric Suite (IPS) Workflow
 
Image proceesing with matlab
Image proceesing with matlabImage proceesing with matlab
Image proceesing with matlab
 
"Moving CNNs from Academic Theory to Embedded Reality," a Presentation from S...
"Moving CNNs from Academic Theory to Embedded Reality," a Presentation from S..."Moving CNNs from Academic Theory to Embedded Reality," a Presentation from S...
"Moving CNNs from Academic Theory to Embedded Reality," a Presentation from S...
 
GEOPROCESSING IN QGIS
GEOPROCESSING IN QGISGEOPROCESSING IN QGIS
GEOPROCESSING IN QGIS
 
Fog effect opengl project
Fog effect opengl projectFog effect opengl project
Fog effect opengl project
 
[SIGGRAPH 2016] Automatic Image Colorization
[SIGGRAPH 2016] Automatic Image Colorization[SIGGRAPH 2016] Automatic Image Colorization
[SIGGRAPH 2016] Automatic Image Colorization
 

En vedette

Presentation Brucon - Anubisnetworks and PTCoresec
Presentation Brucon - Anubisnetworks and PTCoresecPresentation Brucon - Anubisnetworks and PTCoresec
Presentation Brucon - Anubisnetworks and PTCoresec
Tiago Henriques
 
Text and text stream mining tutorial
Text and text stream mining tutorialText and text stream mining tutorial
Text and text stream mining tutorial
mgrcar
 

En vedette (14)

What Is Visualization?
What Is Visualization?What Is Visualization?
What Is Visualization?
 
Info vis 4-22-2013-dc-vis-meetup-shneiderman
Info vis 4-22-2013-dc-vis-meetup-shneidermanInfo vis 4-22-2013-dc-vis-meetup-shneiderman
Info vis 4-22-2013-dc-vis-meetup-shneiderman
 
Building a Big Data Pipeline
Building a Big Data PipelineBuilding a Big Data Pipeline
Building a Big Data Pipeline
 
Information Visualization for Medical Informatics
Information Visualization for Medical Informatics Information Visualization for Medical Informatics
Information Visualization for Medical Informatics
 
Theius: A Streaming Visualization Suite for Hadoop Clusters
Theius: A Streaming Visualization Suite for Hadoop ClustersTheius: A Streaming Visualization Suite for Hadoop Clusters
Theius: A Streaming Visualization Suite for Hadoop Clusters
 
Real-Time Analytics and Visualization of Streaming Big Data with JReport & Sc...
Real-Time Analytics and Visualization of Streaming Big Data with JReport & Sc...Real-Time Analytics and Visualization of Streaming Big Data with JReport & Sc...
Real-Time Analytics and Visualization of Streaming Big Data with JReport & Sc...
 
In Memory Analytics with Apache Spark
In Memory Analytics with Apache SparkIn Memory Analytics with Apache Spark
In Memory Analytics with Apache Spark
 
Processing Twitter Events in Real-Time with Oracle Event Processing (OEP) 12c
Processing Twitter Events in Real-Time with Oracle Event Processing (OEP) 12cProcessing Twitter Events in Real-Time with Oracle Event Processing (OEP) 12c
Processing Twitter Events in Real-Time with Oracle Event Processing (OEP) 12c
 
Web 2 0 Projects Elementary
Web 2 0 Projects ElementaryWeb 2 0 Projects Elementary
Web 2 0 Projects Elementary
 
Presentation Brucon - Anubisnetworks and PTCoresec
Presentation Brucon - Anubisnetworks and PTCoresecPresentation Brucon - Anubisnetworks and PTCoresec
Presentation Brucon - Anubisnetworks and PTCoresec
 
JT@UCSB - On-Demand Data Streaming from Sensor Nodes and A quick overview of ...
JT@UCSB - On-Demand Data Streaming from Sensor Nodes and A quick overview of ...JT@UCSB - On-Demand Data Streaming from Sensor Nodes and A quick overview of ...
JT@UCSB - On-Demand Data Streaming from Sensor Nodes and A quick overview of ...
 
Text and text stream mining tutorial
Text and text stream mining tutorialText and text stream mining tutorial
Text and text stream mining tutorial
 
An Introduction to Evaluation in Medical Visualization
An Introduction to Evaluation in Medical VisualizationAn Introduction to Evaluation in Medical Visualization
An Introduction to Evaluation in Medical Visualization
 
Stream Processing with Kafka in Uber, Danny Yuan
Stream Processing with Kafka in Uber, Danny Yuan Stream Processing with Kafka in Uber, Danny Yuan
Stream Processing with Kafka in Uber, Danny Yuan
 

Similaire à Towards Utilizing GPUs in Information Visualization

The Intersection of Game Engines & GPUs: Current & Future (Graphics Hardware ...
The Intersection of Game Engines & GPUs: Current & Future (Graphics Hardware ...The Intersection of Game Engines & GPUs: Current & Future (Graphics Hardware ...
The Intersection of Game Engines & GPUs: Current & Future (Graphics Hardware ...
Johan Andersson
 
VisionizeBeforeVisulaize_IEVC_Final
VisionizeBeforeVisulaize_IEVC_FinalVisionizeBeforeVisulaize_IEVC_Final
VisionizeBeforeVisulaize_IEVC_Final
Masatsugu HASHIMOTO
 
Cogent3 d master slides (12 april 2009)
Cogent3 d master slides (12 april 2009)Cogent3 d master slides (12 april 2009)
Cogent3 d master slides (12 april 2009)
Danny Bronson
 
Task 2 displaying 3 d polygon animation
Task 2 displaying 3 d polygon animationTask 2 displaying 3 d polygon animation
Task 2 displaying 3 d polygon animation
Rexeh1245
 

Similaire à Towards Utilizing GPUs in Information Visualization (20)

INAC Online Hazards Database App
INAC Online Hazards Database AppINAC Online Hazards Database App
INAC Online Hazards Database App
 
Interactive Editing of Signed Distance Fields
Interactive Editing of Signed Distance FieldsInteractive Editing of Signed Distance Fields
Interactive Editing of Signed Distance Fields
 
IMQA Poster
IMQA PosterIMQA Poster
IMQA Poster
 
The Intersection of Game Engines & GPUs: Current & Future (Graphics Hardware ...
The Intersection of Game Engines & GPUs: Current & Future (Graphics Hardware ...The Intersection of Game Engines & GPUs: Current & Future (Graphics Hardware ...
The Intersection of Game Engines & GPUs: Current & Future (Graphics Hardware ...
 
Praseed Pai
Praseed PaiPraseed Pai
Praseed Pai
 
PhD defense talk (portfolio of my expertise)
PhD defense talk (portfolio of my expertise)PhD defense talk (portfolio of my expertise)
PhD defense talk (portfolio of my expertise)
 
XLcloud 3-d remote rendering
XLcloud 3-d remote renderingXLcloud 3-d remote rendering
XLcloud 3-d remote rendering
 
GTC 2009 OpenGL Barthold
GTC 2009 OpenGL BartholdGTC 2009 OpenGL Barthold
GTC 2009 OpenGL Barthold
 
Graphics pipelining
Graphics pipeliningGraphics pipelining
Graphics pipelining
 
VisionizeBeforeVisulaize_IEVC_Final
VisionizeBeforeVisulaize_IEVC_FinalVisionizeBeforeVisulaize_IEVC_Final
VisionizeBeforeVisulaize_IEVC_Final
 
OpenGL ES based UI Development on TI Platforms
OpenGL ES based UI Development on TI PlatformsOpenGL ES based UI Development on TI Platforms
OpenGL ES based UI Development on TI Platforms
 
Analysis of KinectFusion
Analysis of KinectFusionAnalysis of KinectFusion
Analysis of KinectFusion
 
Beginning direct3d gameprogramming01_thehistoryofdirect3dgraphics_20160407_ji...
Beginning direct3d gameprogramming01_thehistoryofdirect3dgraphics_20160407_ji...Beginning direct3d gameprogramming01_thehistoryofdirect3dgraphics_20160407_ji...
Beginning direct3d gameprogramming01_thehistoryofdirect3dgraphics_20160407_ji...
 
unit1_updated.pptx
unit1_updated.pptxunit1_updated.pptx
unit1_updated.pptx
 
Cogent3 d master slides (12 april 2009)
Cogent3 d master slides (12 april 2009)Cogent3 d master slides (12 april 2009)
Cogent3 d master slides (12 april 2009)
 
TransNeRF
TransNeRFTransNeRF
TransNeRF
 
Opengl basics
Opengl basicsOpengl basics
Opengl basics
 
Task 2 displaying 3 d polygon animation
Task 2 displaying 3 d polygon animationTask 2 displaying 3 d polygon animation
Task 2 displaying 3 d polygon animation
 
3 CG_U1_P2_PPT_3 OpenGL.pptx
3 CG_U1_P2_PPT_3 OpenGL.pptx3 CG_U1_P2_PPT_3 OpenGL.pptx
3 CG_U1_P2_PPT_3 OpenGL.pptx
 
CAD STANDARDS - SMART MANUFACTURING MECH
CAD STANDARDS - SMART MANUFACTURING MECHCAD STANDARDS - SMART MANUFACTURING MECH
CAD STANDARDS - SMART MANUFACTURING MECH
 

Plus de Niklas Elmqvist

Plus de Niklas Elmqvist (20)

skWiki: A Multimedia Sketching System for Collaborative Creativity
skWiki: A Multimedia Sketching System for Collaborative CreativityskWiki: A Multimedia Sketching System for Collaborative Creativity
skWiki: A Multimedia Sketching System for Collaborative Creativity
 
Tracing and Sketching Performance using Blunt-tipped Styli on Direct-Touch ...
Tracing and Sketching Performance  using Blunt-tipped Styli on  Direct-Touch ...Tracing and Sketching Performance  using Blunt-tipped Styli on  Direct-Touch ...
Tracing and Sketching Performance using Blunt-tipped Styli on Direct-Touch ...
 
PolyChrome: A Cross-Device Framework for Collaborative Web Visualization
PolyChrome: A Cross-Device Framework for Collaborative Web VisualizationPolyChrome: A Cross-Device Framework for Collaborative Web Visualization
PolyChrome: A Cross-Device Framework for Collaborative Web Visualization
 
Munin: A Peer-to-Peer Middleware for Ubiquitous Analytics and Visualization S...
Munin: A Peer-to-Peer Middleware forUbiquitous Analytics and Visualization S...Munin: A Peer-to-Peer Middleware forUbiquitous Analytics and Visualization S...
Munin: A Peer-to-Peer Middleware for Ubiquitous Analytics and Visualization S...
 
VASA: Visual Analytics for Simulation-based Action
VASA: Visual Analytics for Simulation-based ActionVASA: Visual Analytics for Simulation-based Action
VASA: Visual Analytics for Simulation-based Action
 
ExPlates: Spatializing Interactive Analysis to Scaffold Visual Exploration
ExPlates: Spatializing Interactive Analysis to Scaffold Visual ExplorationExPlates: Spatializing Interactive Analysis to Scaffold Visual Exploration
ExPlates: Spatializing Interactive Analysis to Scaffold Visual Exploration
 
Automatic Typographic Maps
Automatic Typographic MapsAutomatic Typographic Maps
Automatic Typographic Maps
 
Toward Visualization for Games
Toward Visualization for GamesToward Visualization for Games
Toward Visualization for Games
 
Gravity Navigation
Gravity NavigationGravity Navigation
Gravity Navigation
 
PolyZoom: Multiscale and Multifocus Exploration in 2D Visual Spaces
PolyZoom: Multiscale and Multifocus Exploration in 2D Visual SpacesPolyZoom: Multiscale and Multifocus Exploration in 2D Visual Spaces
PolyZoom: Multiscale and Multifocus Exploration in 2D Visual Spaces
 
Applying Mobile Device Soft Keyboards to Collaborative Multitouch Tabletop Di...
Applying Mobile Device Soft Keyboards to Collaborative Multitouch Tabletop Di...Applying Mobile Device Soft Keyboards to Collaborative Multitouch Tabletop Di...
Applying Mobile Device Soft Keyboards to Collaborative Multitouch Tabletop Di...
 
Static Spatial Graph Features
Static Spatial Graph FeaturesStatic Spatial Graph Features
Static Spatial Graph Features
 
Dynamic Insets for Context-Aware Graph Navigation
Dynamic Insets for Context-Aware Graph NavigationDynamic Insets for Context-Aware Graph Navigation
Dynamic Insets for Context-Aware Graph Navigation
 
Temporal Distortion for Animated Transitions
Temporal Distortion for Animated TransitionsTemporal Distortion for Animated Transitions
Temporal Distortion for Animated Transitions
 
Hugin: A Framework for Awareness and Coordination in Mixed-Presence Collabora...
Hugin: A Framework for Awareness and Coordination in Mixed-Presence Collabora...Hugin: A Framework for Awareness and Coordination in Mixed-Presence Collabora...
Hugin: A Framework for Awareness and Coordination in Mixed-Presence Collabora...
 
Graphical Perception of Multiple Time Series
Graphical Perception of Multiple Time SeriesGraphical Perception of Multiple Time Series
Graphical Perception of Multiple Time Series
 
Employing Dynamic Transparency for 3D Occlusion Management: Design Issues and...
Employing Dynamic Transparency for 3D Occlusion Management: Design Issues and...Employing Dynamic Transparency for 3D Occlusion Management: Design Issues and...
Employing Dynamic Transparency for 3D Occlusion Management: Design Issues and...
 
GraphDice: A System for Exploring Multivariate Social Networks
GraphDice: A System for Exploring Multivariate Social NetworksGraphDice: A System for Exploring Multivariate Social Networks
GraphDice: A System for Exploring Multivariate Social Networks
 
Stack Zooming for Multi-Focus Interaction in Time-Series Data Visualization
Stack Zooming for Multi-Focus Interaction in Time-Series Data VisualizationStack Zooming for Multi-Focus Interaction in Time-Series Data Visualization
Stack Zooming for Multi-Focus Interaction in Time-Series Data Visualization
 
Evaluating Motion Constraints for 3D Wayfinding in Immersive and Desktop Virt...
Evaluating Motion Constraints for 3D Wayfinding in Immersive and Desktop Virt...Evaluating Motion Constraints for 3D Wayfinding in Immersive and Desktop Virt...
Evaluating Motion Constraints for 3D Wayfinding in Immersive and Desktop Virt...
 

Dernier

Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers:  A Deep Dive into Serverless Spatial Data and FMECloud Frontiers:  A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
Safe Software
 

Dernier (20)

presentation ICT roal in 21st century education
presentation ICT roal in 21st century educationpresentation ICT roal in 21st century education
presentation ICT roal in 21st century education
 
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
 
Partners Life - Insurer Innovation Award 2024
Partners Life - Insurer Innovation Award 2024Partners Life - Insurer Innovation Award 2024
Partners Life - Insurer Innovation Award 2024
 
Polkadot JAM Slides - Token2049 - By Dr. Gavin Wood
Polkadot JAM Slides - Token2049 - By Dr. Gavin WoodPolkadot JAM Slides - Token2049 - By Dr. Gavin Wood
Polkadot JAM Slides - Token2049 - By Dr. Gavin Wood
 
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationFrom Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
 
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
 
Top 10 Most Downloaded Games on Play Store in 2024
Top 10 Most Downloaded Games on Play Store in 2024Top 10 Most Downloaded Games on Play Store in 2024
Top 10 Most Downloaded Games on Play Store in 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
 
A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)
 
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
Apidays Singapore 2024 - Building Digital Trust in a Digital Economy by Veron...
 
Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
Strategize a Smooth Tenant-to-tenant Migration and Copilot TakeoffStrategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
Strategize a Smooth Tenant-to-tenant Migration and Copilot Takeoff
 
AWS Community Day CPH - Three problems of Terraform
AWS Community Day CPH - Three problems of TerraformAWS Community Day CPH - Three problems of Terraform
AWS Community Day CPH - Three problems of Terraform
 
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers:  A Deep Dive into Serverless Spatial Data and FMECloud Frontiers:  A Deep Dive into Serverless Spatial Data and FME
Cloud Frontiers: A Deep Dive into Serverless Spatial Data and FME
 
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
 
Understanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdfUnderstanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdf
 
Boost Fertility New Invention Ups Success Rates.pdf
Boost Fertility New Invention Ups Success Rates.pdfBoost Fertility New Invention Ups Success Rates.pdf
Boost Fertility New Invention Ups Success Rates.pdf
 
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
 
2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...
 
TrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data DiscoveryTrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
 
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
Apidays New York 2024 - The Good, the Bad and the Governed by David O'Neill, ...
 

Towards Utilizing GPUs in Information Visualization