SlideShare a Scribd company logo
1 of 49
Download to read offline
Community works for

multi-core
embedded
image processing
Nov. 2, 2013 KELP
Jeong-pyo Kong / ntekLogic
jpkong@gmail.com
Agenda
1. Why we do this?
2. Technical backgrounds
3. Coworking with ETRI, KESSIA

4. Current our works
5. Future of our works
OpenSEED imageA 2
1. WHY WE DO THIS?

OpenSEED imageA 3
IT trends are changing
quite quickly

OpenSEED imageA 4
40 Gadgets

8 Imaging
6 Gaming
α

http://www.wired.com/magazine/2013/04/convergence/

Convergence
OpenSEED imageA 5
Connected world

Wearable

Big data

IoT/M2M
http://press.teleinteractive.net/media/blogs/tialife/InternetofThingsVector.svg

OpenSEED imageA 6
Computational world

UAV

Robot
Autonomous
Vehicle
OpenSEED imageA 7
http://www.slideshare.net/robman/divergence-what-happens-after-convergence

Divergence
OpenSEED imageA 8
Appropriate Technology
for IT business environment

OpenSEED imageA 9
Problem solving
•
•
•
•

Complex problem -> Complex solution
Complex problem -> Simple solution
Simple problem -> Complex solution
Simple problem -> Simple solution

OpenSEED imageA 10
http://www.youtube.com/watch?v=nrWfLAh2T3k

OpenSEED imageA 11
What we thought
• Interesting image processing and
connected world
• Let’s assume if we can do below things
– Using improved hardware
– Improving (for example)
• Response time to 30%
• Power saving to 15%
• Accurate rate to 10%

Isn’t it
a big deal?

OpenSEED imageA 12
Is it a chance for us?
• Many changes are
hidden from
ordinary people,
usually
• Next generation infra
• Eco system
OpenSEED imageA 13
So, what is the result of our
works?

OpenSEED imageA 14
1. why we do this?

2. TECHNICAL BACKGROUNDS

OpenSEED imageA 15
Requirements for
embedded image processing

OpenSEED imageA 16
System components
• Input

– Image sensor
– Video files on local storage
– Network streaming

• Processing

– ISP
– Low/high level image processing application

• Output

– Display, Signal
– Network streaming
OpenSEED imageA 17
Requirements
• Low power
• High performance

• Easy to release : Productivity
• Easy to use for user : UX/UI
• Compatibility
OpenSEED imageA 18
How can we meet
these requirements

OpenSEED imageA 19
Hardware based approach(1)
• Silicon gate length : e.g. 20nm
• Architecture : e.g. RISC
• Instruction processing : e.g. ARM NEON

OpenSEED imageA 20
Hardware based approach(2)
• CPU trend : Operating Frequency

OpenSEED imageA 21
Hardware based approach(3)
• Multi-core
Processor 1

Processor 3

Processor 2

General
Purpose
Processor 1

GPU

Processor 4

General
Purpose
Processor 2

DSP

Homogeneous

Heterogeneous

Architecture

Architecture

OpenSEED imageA 22
Software based approach
• Efficient algorithm
• Multi-core framework
– OpenMP
– OpenCL(WebCL)
– CUDA

• Efficient application design with multicore framework
OpenSEED imageA 23
Heterogeneous multi-core
system application

OpenSEED imageA 24
For desktop
• Games
• Web acceleration

• UHD video : 4K, 8K
• Computer graphics, 3D, authoring tools

• Financial

OpenSEED imageA 25
For embedded system
• General purpose
– Games
– Web acceleration
– UHD video : 4K, 8K

• Specialized purpose
–
–
–
–

Computer vision
Robot
Autonomous vehicles, UAV
Medical imaging
OpenSEED imageA 26
Embedded
multi-core image processing
application framework

OpenSEED imageA 27
•

Future

Current

Desktop, smart device application
HSA (Heterogeneous System Architecture)
http://www.tomshardware.com/reviews/fusion-hsa-opencl-history,3262-8.html

OpenSEED imageA 28
OpenCL(1)
• Low level hardware abstraction
• Supporting two parallelism methods
– Data parallelization
– Task parallelization

• User is in charge of optimization
– Engineer needs to know big picture
– Regression testing…
OpenSEED imageA 29
OpenCL(2)
• Programming Model

OpenSEED imageA 30
OpenCL(3)
• Memory
model

OpenSEED imageA 31
OpenCV
• Image processing library
• OpenCV is being worked on
supporting discrete GPU(nVidia, AMD)
with x86 only, currently
• OpenCV doesn’t support ARM OpenCL
(Planed to release in near future)
OpenSEED imageA 32
2. technical backgrounds

3. COWORKING WITH ETRI,
KESSIA
OpenSEED imageA 33
ETRI providing
• Platform hardware
– Target board

• Platform software
– Kernels
– Middleware
– Development tools

• Community base
– OpenSEED
OpenSEED imageA 34
ETRI roadmap

ETRI

OpenSEED imageA 35
KESSIA providing
• Making interconnection between ETRI
and community

• Community operation
– OpenSEED

OpenSEED imageA 36
3. coworking with ETRI, KESSIA

4. CURRENT OUR WORKS

OpenSEED imageA 37
imageA = 이미자?

OpenSEED imageA 38
imageA =
image processing Acceleration

OpenSEED imageA 39
First Trial(1)
• From ETRI

– Hardware : Exynos 4412 based development
board. Mali-400 GPU

(http://www.hardkernel.com/renewal_2011/products/prdt_info.php?g_c
ode=G133888637376)

– Kernel : high performance
resource management
kernel

• Long journey for the works
OpenSEED imageA 40
First Trial(2)
• Our activities
–
–
–
–

Referring user manuals in OpenSEED
Kernel porting
OpenCV library porting
OpenCV test application development

OpenSEED imageA 41
First Trial(3)
• How about now?

OpenSEED imageA 42
Second Trial
• From ETRI
– Hardware : x86 based AMD SBC
– Kernel

• Our activities (~2013.11)
– OpenCV library
– OpenCV test application development
– Performance test
OpenSEED imageA 43
4. current our woks

5. FUTURE OF OUR WORKS

OpenSEED imageA 44
First Trial
• From ETRI
– Hardware : x86 based AMD SBC
– Kernel
– Development tools

• Our activities
– OpenCV test application development
– OpenCL test application
– Performance test
OpenSEED imageA 45
Second Trial
• From ETRI
– Hardware : ARM based development board
– Kernel
– Development tools

• Our activities
– OpenCL test application
– OpenCV test application development
– Performance test
OpenSEED imageA 46
Further Trial
• From ETRI
– Hardware : ARM based development board
– Kernel
– Development tools

• Our activities
–
–
–
–

Existing activities
+ Specific application
+ For smart devices
+ Connected application : streaming and so on
OpenSEED imageA 47
Agenda, again
1. Why we do this?
2. Technical backgrounds
3. Co-working with ETRI, KESSIA

4. Current our works
5. Future of our works
OpenSEED imageA 48
Thank you!

More Related Content

Similar to Community works for muli core embedded image processing

Kubernetes Robotics Edge Cluster System
Kubernetes Robotics Edge Cluster SystemKubernetes Robotics Edge Cluster System
Kubernetes Robotics Edge Cluster SystemTomoya Fujita
 
Srikanth_PILLI_CV_latest
Srikanth_PILLI_CV_latestSrikanth_PILLI_CV_latest
Srikanth_PILLI_CV_latestSrikanth Pilli
 
Early Successes Debugging with TotalView on the Intel Xeon Phi Coprocessor
Early Successes Debugging with TotalView on the Intel Xeon Phi CoprocessorEarly Successes Debugging with TotalView on the Intel Xeon Phi Coprocessor
Early Successes Debugging with TotalView on the Intel Xeon Phi CoprocessorIntel IT Center
 
2018 02 20-jeg_index
2018 02 20-jeg_index2018 02 20-jeg_index
2018 02 20-jeg_indexChester Chen
 
Application Delivery Platform Towards Edge Computing - Bukhary Ikhwan
Application Delivery Platform Towards Edge Computing - Bukhary IkhwanApplication Delivery Platform Towards Edge Computing - Bukhary Ikhwan
Application Delivery Platform Towards Edge Computing - Bukhary IkhwanOpenNebula Project
 
Docker:- Application Delivery Platform Towards Edge Computing
Docker:- Application Delivery Platform Towards Edge ComputingDocker:- Application Delivery Platform Towards Edge Computing
Docker:- Application Delivery Platform Towards Edge ComputingBukhary Ikhwan Ismail
 
Overview of the Intel® Internet of Things Developer Kit
Overview of the Intel® Internet of Things Developer KitOverview of the Intel® Internet of Things Developer Kit
Overview of the Intel® Internet of Things Developer KitIntel® Software
 
SFScon 22 - Roberto Innocenti - Start Enjoy Yourself with Open Hardware POWER...
SFScon 22 - Roberto Innocenti - Start Enjoy Yourself with Open Hardware POWER...SFScon 22 - Roberto Innocenti - Start Enjoy Yourself with Open Hardware POWER...
SFScon 22 - Roberto Innocenti - Start Enjoy Yourself with Open Hardware POWER...South Tyrol Free Software Conference
 
CHIPS Alliance_Object Automation Inc_workshop
CHIPS Alliance_Object Automation Inc_workshopCHIPS Alliance_Object Automation Inc_workshop
CHIPS Alliance_Object Automation Inc_workshopObject Automation
 
Build an Open Hardware GNU/Linux PowerPC Notebook
Build an Open Hardware GNU/Linux PowerPC NotebookBuild an Open Hardware GNU/Linux PowerPC Notebook
Build an Open Hardware GNU/Linux PowerPC NotebookRoberto Innocenti
 
Overview of Modern Graph Analysis Tools
Overview of Modern Graph Analysis ToolsOverview of Modern Graph Analysis Tools
Overview of Modern Graph Analysis ToolsKeiichiro Ono
 
IMAGE CAPTURE, PROCESSING AND TRANSFER VIA ETHERNET UNDER CONTROL OF MATLAB G...
IMAGE CAPTURE, PROCESSING AND TRANSFER VIA ETHERNET UNDER CONTROL OF MATLAB G...IMAGE CAPTURE, PROCESSING AND TRANSFER VIA ETHERNET UNDER CONTROL OF MATLAB G...
IMAGE CAPTURE, PROCESSING AND TRANSFER VIA ETHERNET UNDER CONTROL OF MATLAB G...Christopher Diamantopoulos
 
"The Caffe2 Framework for Mobile and Embedded Deep Learning," a Presentation ...
"The Caffe2 Framework for Mobile and Embedded Deep Learning," a Presentation ..."The Caffe2 Framework for Mobile and Embedded Deep Learning," a Presentation ...
"The Caffe2 Framework for Mobile and Embedded Deep Learning," a Presentation ...Edge AI and Vision Alliance
 
FPGA Hardware Accelerator for Machine Learning
FPGA Hardware Accelerator for Machine Learning FPGA Hardware Accelerator for Machine Learning
FPGA Hardware Accelerator for Machine Learning Dr. Swaminathan Kathirvel
 
Introduction to Windows IoT Nov 2017
Introduction to Windows IoT Nov 2017Introduction to Windows IoT Nov 2017
Introduction to Windows IoT Nov 2017Lee Richardson
 
SDCSB CYTOSCAPE AND NETWORK ANALYSIS WORKSHOP at Sanford Consortium
SDCSB CYTOSCAPE AND NETWORK ANALYSIS WORKSHOP at Sanford ConsortiumSDCSB CYTOSCAPE AND NETWORK ANALYSIS WORKSHOP at Sanford Consortium
SDCSB CYTOSCAPE AND NETWORK ANALYSIS WORKSHOP at Sanford ConsortiumKeiichiro Ono
 
14180203 an-introduction-to-android
14180203 an-introduction-to-android14180203 an-introduction-to-android
14180203 an-introduction-to-androidNeha Jain
 
Montreal Kubernetes Meetup: Developer-first workflows (for microservices) on ...
Montreal Kubernetes Meetup: Developer-first workflows (for microservices) on ...Montreal Kubernetes Meetup: Developer-first workflows (for microservices) on ...
Montreal Kubernetes Meetup: Developer-first workflows (for microservices) on ...Ambassador Labs
 

Similar to Community works for muli core embedded image processing (20)

Kubernetes Robotics Edge Cluster System
Kubernetes Robotics Edge Cluster SystemKubernetes Robotics Edge Cluster System
Kubernetes Robotics Edge Cluster System
 
De leukste Bug
De leukste BugDe leukste Bug
De leukste Bug
 
Srikanth_PILLI_CV_latest
Srikanth_PILLI_CV_latestSrikanth_PILLI_CV_latest
Srikanth_PILLI_CV_latest
 
Early Successes Debugging with TotalView on the Intel Xeon Phi Coprocessor
Early Successes Debugging with TotalView on the Intel Xeon Phi CoprocessorEarly Successes Debugging with TotalView on the Intel Xeon Phi Coprocessor
Early Successes Debugging with TotalView on the Intel Xeon Phi Coprocessor
 
2018 02 20-jeg_index
2018 02 20-jeg_index2018 02 20-jeg_index
2018 02 20-jeg_index
 
Application Delivery Platform Towards Edge Computing - Bukhary Ikhwan
Application Delivery Platform Towards Edge Computing - Bukhary IkhwanApplication Delivery Platform Towards Edge Computing - Bukhary Ikhwan
Application Delivery Platform Towards Edge Computing - Bukhary Ikhwan
 
Docker:- Application Delivery Platform Towards Edge Computing
Docker:- Application Delivery Platform Towards Edge ComputingDocker:- Application Delivery Platform Towards Edge Computing
Docker:- Application Delivery Platform Towards Edge Computing
 
Overview of the Intel® Internet of Things Developer Kit
Overview of the Intel® Internet of Things Developer KitOverview of the Intel® Internet of Things Developer Kit
Overview of the Intel® Internet of Things Developer Kit
 
SFScon 22 - Roberto Innocenti - Start Enjoy Yourself with Open Hardware POWER...
SFScon 22 - Roberto Innocenti - Start Enjoy Yourself with Open Hardware POWER...SFScon 22 - Roberto Innocenti - Start Enjoy Yourself with Open Hardware POWER...
SFScon 22 - Roberto Innocenti - Start Enjoy Yourself with Open Hardware POWER...
 
CHIPS Alliance_Object Automation Inc_workshop
CHIPS Alliance_Object Automation Inc_workshopCHIPS Alliance_Object Automation Inc_workshop
CHIPS Alliance_Object Automation Inc_workshop
 
Build an Open Hardware GNU/Linux PowerPC Notebook
Build an Open Hardware GNU/Linux PowerPC NotebookBuild an Open Hardware GNU/Linux PowerPC Notebook
Build an Open Hardware GNU/Linux PowerPC Notebook
 
Overview of Modern Graph Analysis Tools
Overview of Modern Graph Analysis ToolsOverview of Modern Graph Analysis Tools
Overview of Modern Graph Analysis Tools
 
OpenVINO introduction
OpenVINO introductionOpenVINO introduction
OpenVINO introduction
 
IMAGE CAPTURE, PROCESSING AND TRANSFER VIA ETHERNET UNDER CONTROL OF MATLAB G...
IMAGE CAPTURE, PROCESSING AND TRANSFER VIA ETHERNET UNDER CONTROL OF MATLAB G...IMAGE CAPTURE, PROCESSING AND TRANSFER VIA ETHERNET UNDER CONTROL OF MATLAB G...
IMAGE CAPTURE, PROCESSING AND TRANSFER VIA ETHERNET UNDER CONTROL OF MATLAB G...
 
"The Caffe2 Framework for Mobile and Embedded Deep Learning," a Presentation ...
"The Caffe2 Framework for Mobile and Embedded Deep Learning," a Presentation ..."The Caffe2 Framework for Mobile and Embedded Deep Learning," a Presentation ...
"The Caffe2 Framework for Mobile and Embedded Deep Learning," a Presentation ...
 
FPGA Hardware Accelerator for Machine Learning
FPGA Hardware Accelerator for Machine Learning FPGA Hardware Accelerator for Machine Learning
FPGA Hardware Accelerator for Machine Learning
 
Introduction to Windows IoT Nov 2017
Introduction to Windows IoT Nov 2017Introduction to Windows IoT Nov 2017
Introduction to Windows IoT Nov 2017
 
SDCSB CYTOSCAPE AND NETWORK ANALYSIS WORKSHOP at Sanford Consortium
SDCSB CYTOSCAPE AND NETWORK ANALYSIS WORKSHOP at Sanford ConsortiumSDCSB CYTOSCAPE AND NETWORK ANALYSIS WORKSHOP at Sanford Consortium
SDCSB CYTOSCAPE AND NETWORK ANALYSIS WORKSHOP at Sanford Consortium
 
14180203 an-introduction-to-android
14180203 an-introduction-to-android14180203 an-introduction-to-android
14180203 an-introduction-to-android
 
Montreal Kubernetes Meetup: Developer-first workflows (for microservices) on ...
Montreal Kubernetes Meetup: Developer-first workflows (for microservices) on ...Montreal Kubernetes Meetup: Developer-first workflows (for microservices) on ...
Montreal Kubernetes Meetup: Developer-first workflows (for microservices) on ...
 

Recently uploaded

Hyperautomation and AI/ML: A Strategy for Digital Transformation Success.pdf
Hyperautomation and AI/ML: A Strategy for Digital Transformation Success.pdfHyperautomation and AI/ML: A Strategy for Digital Transformation Success.pdf
Hyperautomation and AI/ML: A Strategy for Digital Transformation Success.pdfPrecisely
 
SAP Build Work Zone - Overview L2-L3.pptx
SAP Build Work Zone - Overview L2-L3.pptxSAP Build Work Zone - Overview L2-L3.pptx
SAP Build Work Zone - Overview L2-L3.pptxNavinnSomaal
 
Streamlining Python Development: A Guide to a Modern Project Setup
Streamlining Python Development: A Guide to a Modern Project SetupStreamlining Python Development: A Guide to a Modern Project Setup
Streamlining Python Development: A Guide to a Modern Project SetupFlorian Wilhelm
 
Advanced Test Driven-Development @ php[tek] 2024
Advanced Test Driven-Development @ php[tek] 2024Advanced Test Driven-Development @ php[tek] 2024
Advanced Test Driven-Development @ php[tek] 2024Scott Keck-Warren
 
Nell’iperspazio con Rocket: il Framework Web di Rust!
Nell’iperspazio con Rocket: il Framework Web di Rust!Nell’iperspazio con Rocket: il Framework Web di Rust!
Nell’iperspazio con Rocket: il Framework Web di Rust!Commit University
 
Gen AI in Business - Global Trends Report 2024.pdf
Gen AI in Business - Global Trends Report 2024.pdfGen AI in Business - Global Trends Report 2024.pdf
Gen AI in Business - Global Trends Report 2024.pdfAddepto
 
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
 
DevEX - reference for building teams, processes, and platforms
DevEX - reference for building teams, processes, and platformsDevEX - reference for building teams, processes, and platforms
DevEX - reference for building teams, processes, and platformsSergiu Bodiu
 
Advanced Computer Architecture – An Introduction
Advanced Computer Architecture – An IntroductionAdvanced Computer Architecture – An Introduction
Advanced Computer Architecture – An IntroductionDilum Bandara
 
Take control of your SAP testing with UiPath Test Suite
Take control of your SAP testing with UiPath Test SuiteTake control of your SAP testing with UiPath Test Suite
Take control of your SAP testing with UiPath Test SuiteDianaGray10
 
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
 
H2O.ai CEO/Founder: Sri Ambati Keynote at Wells Fargo Day
H2O.ai CEO/Founder: Sri Ambati Keynote at Wells Fargo DayH2O.ai CEO/Founder: Sri Ambati Keynote at Wells Fargo Day
H2O.ai CEO/Founder: Sri Ambati Keynote at Wells Fargo DaySri Ambati
 
Human Factors of XR: Using Human Factors to Design XR Systems
Human Factors of XR: Using Human Factors to Design XR SystemsHuman Factors of XR: Using Human Factors to Design XR Systems
Human Factors of XR: Using Human Factors to Design XR SystemsMark Billinghurst
 
Commit 2024 - Secret Management made easy
Commit 2024 - Secret Management made easyCommit 2024 - Secret Management made easy
Commit 2024 - Secret Management made easyAlfredo García Lavilla
 
Leverage Zilliz Serverless - Up to 50X Saving for Your Vector Storage Cost
Leverage Zilliz Serverless - Up to 50X Saving for Your Vector Storage CostLeverage Zilliz Serverless - Up to 50X Saving for Your Vector Storage Cost
Leverage Zilliz Serverless - Up to 50X Saving for Your Vector Storage CostZilliz
 
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)Mark Simos
 
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptx
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptxMerck Moving Beyond Passwords: FIDO Paris Seminar.pptx
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptxLoriGlavin3
 
Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024Enterprise Knowledge
 
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks..."LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...Fwdays
 
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024BookNet Canada
 

Recently uploaded (20)

Hyperautomation and AI/ML: A Strategy for Digital Transformation Success.pdf
Hyperautomation and AI/ML: A Strategy for Digital Transformation Success.pdfHyperautomation and AI/ML: A Strategy for Digital Transformation Success.pdf
Hyperautomation and AI/ML: A Strategy for Digital Transformation Success.pdf
 
SAP Build Work Zone - Overview L2-L3.pptx
SAP Build Work Zone - Overview L2-L3.pptxSAP Build Work Zone - Overview L2-L3.pptx
SAP Build Work Zone - Overview L2-L3.pptx
 
Streamlining Python Development: A Guide to a Modern Project Setup
Streamlining Python Development: A Guide to a Modern Project SetupStreamlining Python Development: A Guide to a Modern Project Setup
Streamlining Python Development: A Guide to a Modern Project Setup
 
Advanced Test Driven-Development @ php[tek] 2024
Advanced Test Driven-Development @ php[tek] 2024Advanced Test Driven-Development @ php[tek] 2024
Advanced Test Driven-Development @ php[tek] 2024
 
Nell’iperspazio con Rocket: il Framework Web di Rust!
Nell’iperspazio con Rocket: il Framework Web di Rust!Nell’iperspazio con Rocket: il Framework Web di Rust!
Nell’iperspazio con Rocket: il Framework Web di Rust!
 
Gen AI in Business - Global Trends Report 2024.pdf
Gen AI in Business - Global Trends Report 2024.pdfGen AI in Business - Global Trends Report 2024.pdf
Gen AI in Business - Global Trends Report 2024.pdf
 
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
 
DevEX - reference for building teams, processes, and platforms
DevEX - reference for building teams, processes, and platformsDevEX - reference for building teams, processes, and platforms
DevEX - reference for building teams, processes, and platforms
 
Advanced Computer Architecture – An Introduction
Advanced Computer Architecture – An IntroductionAdvanced Computer Architecture – An Introduction
Advanced Computer Architecture – An Introduction
 
Take control of your SAP testing with UiPath Test Suite
Take control of your SAP testing with UiPath Test SuiteTake control of your SAP testing with UiPath Test Suite
Take control of your SAP testing with UiPath Test Suite
 
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
 
H2O.ai CEO/Founder: Sri Ambati Keynote at Wells Fargo Day
H2O.ai CEO/Founder: Sri Ambati Keynote at Wells Fargo DayH2O.ai CEO/Founder: Sri Ambati Keynote at Wells Fargo Day
H2O.ai CEO/Founder: Sri Ambati Keynote at Wells Fargo Day
 
Human Factors of XR: Using Human Factors to Design XR Systems
Human Factors of XR: Using Human Factors to Design XR SystemsHuman Factors of XR: Using Human Factors to Design XR Systems
Human Factors of XR: Using Human Factors to Design XR Systems
 
Commit 2024 - Secret Management made easy
Commit 2024 - Secret Management made easyCommit 2024 - Secret Management made easy
Commit 2024 - Secret Management made easy
 
Leverage Zilliz Serverless - Up to 50X Saving for Your Vector Storage Cost
Leverage Zilliz Serverless - Up to 50X Saving for Your Vector Storage CostLeverage Zilliz Serverless - Up to 50X Saving for Your Vector Storage Cost
Leverage Zilliz Serverless - Up to 50X Saving for Your Vector Storage Cost
 
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
 
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptx
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptxMerck Moving Beyond Passwords: FIDO Paris Seminar.pptx
Merck Moving Beyond Passwords: FIDO Paris Seminar.pptx
 
Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024
 
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks..."LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
 
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
 

Community works for muli core embedded image processing