SlideShare a Scribd company logo
1 of 44


DNN
有點硬又不會太硬的DNN加速器
DNN MAC
• Fully Connected Layer

• , 

• Convolutional Layer

• , , 

• , Convolutional Neural Network (CNN)

• 

• Recurrent Layer

• 

• Recurrent Neural Network (RNN)

• , 

• Attention Layer/Mechanism

• Attention + , 

• Transformer [Vaswani, NeurIPS 2017]
:
有點硬又不會太硬的DNN加速器
有點硬又不會太硬的DNN加速器
有點硬又不會太硬的DNN加速器
有點硬又不會太硬的DNN加速器
DNN
: OPS/W
• (Accuracy 

• (Throughput)

• (Latency)

• (Energy and Power)

• (Hardware Cost)

• (Flexibility)

• (Scalability)
Roofline
• , DNN 

• 

•
DNN 

(Operational Intensity)
• VGG16 15000/(527+58) = 25 FLOP/Byte
• MobileNet v1 : 542/(16+58) = 7 FLOP/Byte
• Nvidia GTX 1080Ti 11.3 Tops, 484 GB/s

• 11300/484 = 23.3 Flop/Byte
https://zhuanlan.zhihu.com/p/34204282
DNN
• 

• MAC 

• , 

• 

• MAC ( ) 

• (Processing Elements; PE) 

• MAC -> PE -> 

• PE 

• PE ( )

• PE 

• Batch Size
PE
https://arxiv.org/abs/1807.07928
DLA
• (Accuracy 

• , 

• , , DNN 

• (Throughput)

• DNN , / , PE 

• (Latency)

• 

• (Energy and Power)

• DNN , , 

• (Hardware Cost)

• On-chip , PE , 

• (Flexibility)

• DNN
https://arxiv.org/abs/1807.07928
DNN
有點硬又不會太硬的DNN加速器
Gauss
有點硬又不會太硬的DNN加速器
有點硬又不會太硬的DNN加速器
• MACs 

• -> MACs 

• 

• 

• MACs , 

• , Run length coding 

• CPU/GPU , ,


• DNNs ->
有點硬又不會太硬的DNN加速器
/
有點硬又不會太硬的DNN加速器
有點硬又不會太硬的DNN加速器
有點硬又不會太硬的DNN加速器
MAC
CPU GPU
• :

• MACs: 

• PE : , , 

• :

• MAC 

• PEs 

• large aggregate instructions (SIMD/SIMT), MACs

• MACs 

• PEs > 

• PEs > float 32 to float 16 / int 8

• PE 

• PEs -> 

• ->
DNN
DNN
有點硬又不會太硬的DNN加速器
有點硬又不會太硬的DNN加速器
•
https://people.csail.mit.edu/emer/papers/2016.06.isca.eyeriss_architecture.pdf
Weight
Output
Input
Row
Row
DNN
• MIT 's Eyeriss
• + , 

• 

•   / 

•   / 

• 

•   , 

•  
• DNN , .

• DNN ,
, .

• DNN , :

, , , , ,

More Related Content

What's hot

ONNX and MLflow
ONNX and MLflowONNX and MLflow
ONNX and MLflowamesar0
 
AMD EPYC™ Microprocessor Architecture
AMD EPYC™ Microprocessor ArchitectureAMD EPYC™ Microprocessor Architecture
AMD EPYC™ Microprocessor ArchitectureAMD
 
Intro to new Google cloud technologies: Google Storage, Prediction API, BigQuery
Intro to new Google cloud technologies: Google Storage, Prediction API, BigQueryIntro to new Google cloud technologies: Google Storage, Prediction API, BigQuery
Intro to new Google cloud technologies: Google Storage, Prediction API, BigQueryChris Schalk
 
Introduction to Visual transformers
Introduction to Visual transformers Introduction to Visual transformers
Introduction to Visual transformers leopauly
 
쉐도우맵을 압축하여 대규모씬에 라이팅을 적용해보자
쉐도우맵을 압축하여 대규모씬에 라이팅을 적용해보자쉐도우맵을 압축하여 대규모씬에 라이팅을 적용해보자
쉐도우맵을 압축하여 대규모씬에 라이팅을 적용해보자Seongdae Kim
 
Hardware & Software Platforms for HPC, AI and ML
Hardware & Software Platforms for HPC, AI and MLHardware & Software Platforms for HPC, AI and ML
Hardware & Software Platforms for HPC, AI and MLinside-BigData.com
 
Supermicro AI Pod that’s Super Simple, Super Scalable, and Super Affordable
Supermicro AI Pod that’s Super Simple, Super Scalable, and Super AffordableSupermicro AI Pod that’s Super Simple, Super Scalable, and Super Affordable
Supermicro AI Pod that’s Super Simple, Super Scalable, and Super AffordableRebekah Rodriguez
 
Hands-on Lab: How to Unleash Your Storage Performance by Using NVM Express™ B...
Hands-on Lab: How to Unleash Your Storage Performance by Using NVM Express™ B...Hands-on Lab: How to Unleash Your Storage Performance by Using NVM Express™ B...
Hands-on Lab: How to Unleash Your Storage Performance by Using NVM Express™ B...Odinot Stanislas
 
Performance optimization for all flash based on aarch64 v2.0
Performance optimization for all flash based on aarch64 v2.0Performance optimization for all flash based on aarch64 v2.0
Performance optimization for all flash based on aarch64 v2.0Ceph Community
 
Ceph Object Storage Reference Architecture Performance and Sizing Guide
Ceph Object Storage Reference Architecture Performance and Sizing GuideCeph Object Storage Reference Architecture Performance and Sizing Guide
Ceph Object Storage Reference Architecture Performance and Sizing GuideKaran Singh
 
The Guerrilla Guide to Game Code
The Guerrilla Guide to Game CodeThe Guerrilla Guide to Game Code
The Guerrilla Guide to Game CodeGuerrilla
 
Simplifying AI Infrastructure: Lessons in Scaling on DGX Systems
Simplifying AI Infrastructure: Lessons in Scaling on DGX SystemsSimplifying AI Infrastructure: Lessons in Scaling on DGX Systems
Simplifying AI Infrastructure: Lessons in Scaling on DGX SystemsRenee Yao
 
How to Utilize MLflow and Kubernetes to Build an Enterprise ML Platform
How to Utilize MLflow and Kubernetes to Build an Enterprise ML PlatformHow to Utilize MLflow and Kubernetes to Build an Enterprise ML Platform
How to Utilize MLflow and Kubernetes to Build an Enterprise ML PlatformDatabricks
 
Optimizing unity games (Google IO 2014)
Optimizing unity games (Google IO 2014)Optimizing unity games (Google IO 2014)
Optimizing unity games (Google IO 2014)Alexander Dolbilov
 
Transformers in Vision: From Zero to Hero
Transformers in Vision: From Zero to HeroTransformers in Vision: From Zero to Hero
Transformers in Vision: From Zero to HeroBill Liu
 

What's hot (20)

ONNX and MLflow
ONNX and MLflowONNX and MLflow
ONNX and MLflow
 
AMD EPYC™ Microprocessor Architecture
AMD EPYC™ Microprocessor ArchitectureAMD EPYC™ Microprocessor Architecture
AMD EPYC™ Microprocessor Architecture
 
Learning global pooling operators in deep neural networks for image retrieval...
Learning global pooling operators in deep neural networks for image retrieval...Learning global pooling operators in deep neural networks for image retrieval...
Learning global pooling operators in deep neural networks for image retrieval...
 
Intro to new Google cloud technologies: Google Storage, Prediction API, BigQuery
Intro to new Google cloud technologies: Google Storage, Prediction API, BigQueryIntro to new Google cloud technologies: Google Storage, Prediction API, BigQuery
Intro to new Google cloud technologies: Google Storage, Prediction API, BigQuery
 
Introduction to Visual transformers
Introduction to Visual transformers Introduction to Visual transformers
Introduction to Visual transformers
 
쉐도우맵을 압축하여 대규모씬에 라이팅을 적용해보자
쉐도우맵을 압축하여 대규모씬에 라이팅을 적용해보자쉐도우맵을 압축하여 대규모씬에 라이팅을 적용해보자
쉐도우맵을 압축하여 대규모씬에 라이팅을 적용해보자
 
Hardware & Software Platforms for HPC, AI and ML
Hardware & Software Platforms for HPC, AI and MLHardware & Software Platforms for HPC, AI and ML
Hardware & Software Platforms for HPC, AI and ML
 
Supermicro AI Pod that’s Super Simple, Super Scalable, and Super Affordable
Supermicro AI Pod that’s Super Simple, Super Scalable, and Super AffordableSupermicro AI Pod that’s Super Simple, Super Scalable, and Super Affordable
Supermicro AI Pod that’s Super Simple, Super Scalable, and Super Affordable
 
Hands-on Lab: How to Unleash Your Storage Performance by Using NVM Express™ B...
Hands-on Lab: How to Unleash Your Storage Performance by Using NVM Express™ B...Hands-on Lab: How to Unleash Your Storage Performance by Using NVM Express™ B...
Hands-on Lab: How to Unleash Your Storage Performance by Using NVM Express™ B...
 
Performance optimization for all flash based on aarch64 v2.0
Performance optimization for all flash based on aarch64 v2.0Performance optimization for all flash based on aarch64 v2.0
Performance optimization for all flash based on aarch64 v2.0
 
Ceph Object Storage Reference Architecture Performance and Sizing Guide
Ceph Object Storage Reference Architecture Performance and Sizing GuideCeph Object Storage Reference Architecture Performance and Sizing Guide
Ceph Object Storage Reference Architecture Performance and Sizing Guide
 
Deep Learning for Computer Vision: Data Augmentation (UPC 2016)
Deep Learning for Computer Vision: Data Augmentation (UPC 2016)Deep Learning for Computer Vision: Data Augmentation (UPC 2016)
Deep Learning for Computer Vision: Data Augmentation (UPC 2016)
 
The Guerrilla Guide to Game Code
The Guerrilla Guide to Game CodeThe Guerrilla Guide to Game Code
The Guerrilla Guide to Game Code
 
Simplifying AI Infrastructure: Lessons in Scaling on DGX Systems
Simplifying AI Infrastructure: Lessons in Scaling on DGX SystemsSimplifying AI Infrastructure: Lessons in Scaling on DGX Systems
Simplifying AI Infrastructure: Lessons in Scaling on DGX Systems
 
The gordian knot
The gordian knotThe gordian knot
The gordian knot
 
MLOps with Kubeflow
MLOps with Kubeflow MLOps with Kubeflow
MLOps with Kubeflow
 
MLOps for production-level machine learning
MLOps for production-level machine learningMLOps for production-level machine learning
MLOps for production-level machine learning
 
How to Utilize MLflow and Kubernetes to Build an Enterprise ML Platform
How to Utilize MLflow and Kubernetes to Build an Enterprise ML PlatformHow to Utilize MLflow and Kubernetes to Build an Enterprise ML Platform
How to Utilize MLflow and Kubernetes to Build an Enterprise ML Platform
 
Optimizing unity games (Google IO 2014)
Optimizing unity games (Google IO 2014)Optimizing unity games (Google IO 2014)
Optimizing unity games (Google IO 2014)
 
Transformers in Vision: From Zero to Hero
Transformers in Vision: From Zero to HeroTransformers in Vision: From Zero to Hero
Transformers in Vision: From Zero to Hero
 

Similar to 有點硬又不會太硬的DNN加速器

Lightweight DNN Processor Design (based on NVDLA)
Lightweight DNN Processor Design (based on NVDLA)Lightweight DNN Processor Design (based on NVDLA)
Lightweight DNN Processor Design (based on NVDLA)Shien-Chun Luo
 
A Dataflow Processing Chip for Training Deep Neural Networks
A Dataflow Processing Chip for Training Deep Neural NetworksA Dataflow Processing Chip for Training Deep Neural Networks
A Dataflow Processing Chip for Training Deep Neural Networksinside-BigData.com
 
BWC Supercomputing 2008 Presentation
BWC Supercomputing 2008 PresentationBWC Supercomputing 2008 Presentation
BWC Supercomputing 2008 Presentationlilyco
 
CEPH DAY BERLIN - 5 REASONS TO USE ARM-BASED MICRO-SERVER ARCHITECTURE FOR CE...
CEPH DAY BERLIN - 5 REASONS TO USE ARM-BASED MICRO-SERVER ARCHITECTURE FOR CE...CEPH DAY BERLIN - 5 REASONS TO USE ARM-BASED MICRO-SERVER ARCHITECTURE FOR CE...
CEPH DAY BERLIN - 5 REASONS TO USE ARM-BASED MICRO-SERVER ARCHITECTURE FOR CE...Ceph Community
 
APSys Presentation Final copy2
APSys Presentation Final copy2APSys Presentation Final copy2
APSys Presentation Final copy2Junli Gu
 
High performace network of Cloud Native Taiwan User Group
High performace network of Cloud Native Taiwan User GroupHigh performace network of Cloud Native Taiwan User Group
High performace network of Cloud Native Taiwan User GroupHungWei Chiu
 
Breaking New Frontiers in Robotics and Edge Computing with AI
Breaking New Frontiers in Robotics and Edge Computing with AIBreaking New Frontiers in Robotics and Edge Computing with AI
Breaking New Frontiers in Robotics and Edge Computing with AIDustin Franklin
 
Dragonflow 01 2016 TLV meetup
Dragonflow 01 2016 TLV meetup  Dragonflow 01 2016 TLV meetup
Dragonflow 01 2016 TLV meetup Eran Gampel
 
The Convergence of HPC and Deep Learning
The Convergence of HPC and Deep LearningThe Convergence of HPC and Deep Learning
The Convergence of HPC and Deep Learninginside-BigData.com
 
DX12 & Vulkan: Dawn of a New Generation of Graphics APIs
DX12 & Vulkan: Dawn of a New Generation of Graphics APIsDX12 & Vulkan: Dawn of a New Generation of Graphics APIs
DX12 & Vulkan: Dawn of a New Generation of Graphics APIsAMD Developer Central
 
Performance Evaluation and Comparison of Service-based Image Processing based...
Performance Evaluation and Comparison of Service-based Image Processing based...Performance Evaluation and Comparison of Service-based Image Processing based...
Performance Evaluation and Comparison of Service-based Image Processing based...Matthias Trapp
 
improve deep learning training and inference performance
improve deep learning training and inference performanceimprove deep learning training and inference performance
improve deep learning training and inference performances.rohit
 
Tizen Developer Conference 2017 San Francisco - Tizen Power Management Servic...
Tizen Developer Conference 2017 San Francisco - Tizen Power Management Servic...Tizen Developer Conference 2017 San Francisco - Tizen Power Management Servic...
Tizen Developer Conference 2017 San Francisco - Tizen Power Management Servic...Chanwoo Choi
 
Göteborg Distributed: Eventual Consistency in Apache Cassandra
Göteborg Distributed: Eventual Consistency in Apache CassandraGöteborg Distributed: Eventual Consistency in Apache Cassandra
Göteborg Distributed: Eventual Consistency in Apache CassandraJeremy Hanna
 
VMworld 2013: Silent Killer: How Latency Destroys Performance...And What to D...
VMworld 2013: Silent Killer: How Latency Destroys Performance...And What to D...VMworld 2013: Silent Killer: How Latency Destroys Performance...And What to D...
VMworld 2013: Silent Killer: How Latency Destroys Performance...And What to D...VMworld
 
Jeff Johnson, Research Engineer, Facebook at MLconf NYC
Jeff Johnson, Research Engineer, Facebook at MLconf NYCJeff Johnson, Research Engineer, Facebook at MLconf NYC
Jeff Johnson, Research Engineer, Facebook at MLconf NYCMLconf
 

Similar to 有點硬又不會太硬的DNN加速器 (20)

Lightweight DNN Processor Design (based on NVDLA)
Lightweight DNN Processor Design (based on NVDLA)Lightweight DNN Processor Design (based on NVDLA)
Lightweight DNN Processor Design (based on NVDLA)
 
Brkdct 3101
Brkdct 3101Brkdct 3101
Brkdct 3101
 
A Dataflow Processing Chip for Training Deep Neural Networks
A Dataflow Processing Chip for Training Deep Neural NetworksA Dataflow Processing Chip for Training Deep Neural Networks
A Dataflow Processing Chip for Training Deep Neural Networks
 
BWC Supercomputing 2008 Presentation
BWC Supercomputing 2008 PresentationBWC Supercomputing 2008 Presentation
BWC Supercomputing 2008 Presentation
 
CEPH DAY BERLIN - 5 REASONS TO USE ARM-BASED MICRO-SERVER ARCHITECTURE FOR CE...
CEPH DAY BERLIN - 5 REASONS TO USE ARM-BASED MICRO-SERVER ARCHITECTURE FOR CE...CEPH DAY BERLIN - 5 REASONS TO USE ARM-BASED MICRO-SERVER ARCHITECTURE FOR CE...
CEPH DAY BERLIN - 5 REASONS TO USE ARM-BASED MICRO-SERVER ARCHITECTURE FOR CE...
 
APSys Presentation Final copy2
APSys Presentation Final copy2APSys Presentation Final copy2
APSys Presentation Final copy2
 
High performace network of Cloud Native Taiwan User Group
High performace network of Cloud Native Taiwan User GroupHigh performace network of Cloud Native Taiwan User Group
High performace network of Cloud Native Taiwan User Group
 
Breaking New Frontiers in Robotics and Edge Computing with AI
Breaking New Frontiers in Robotics and Edge Computing with AIBreaking New Frontiers in Robotics and Edge Computing with AI
Breaking New Frontiers in Robotics and Edge Computing with AI
 
Dragonflow 01 2016 TLV meetup
Dragonflow 01 2016 TLV meetup  Dragonflow 01 2016 TLV meetup
Dragonflow 01 2016 TLV meetup
 
XS Boston 2008 Network Topology
XS Boston 2008 Network TopologyXS Boston 2008 Network Topology
XS Boston 2008 Network Topology
 
Dasia 2022
Dasia 2022Dasia 2022
Dasia 2022
 
The Convergence of HPC and Deep Learning
The Convergence of HPC and Deep LearningThe Convergence of HPC and Deep Learning
The Convergence of HPC and Deep Learning
 
DX12 & Vulkan: Dawn of a New Generation of Graphics APIs
DX12 & Vulkan: Dawn of a New Generation of Graphics APIsDX12 & Vulkan: Dawn of a New Generation of Graphics APIs
DX12 & Vulkan: Dawn of a New Generation of Graphics APIs
 
Performance Evaluation and Comparison of Service-based Image Processing based...
Performance Evaluation and Comparison of Service-based Image Processing based...Performance Evaluation and Comparison of Service-based Image Processing based...
Performance Evaluation and Comparison of Service-based Image Processing based...
 
improve deep learning training and inference performance
improve deep learning training and inference performanceimprove deep learning training and inference performance
improve deep learning training and inference performance
 
Tizen Developer Conference 2017 San Francisco - Tizen Power Management Servic...
Tizen Developer Conference 2017 San Francisco - Tizen Power Management Servic...Tizen Developer Conference 2017 San Francisco - Tizen Power Management Servic...
Tizen Developer Conference 2017 San Francisco - Tizen Power Management Servic...
 
Göteborg Distributed: Eventual Consistency in Apache Cassandra
Göteborg Distributed: Eventual Consistency in Apache CassandraGöteborg Distributed: Eventual Consistency in Apache Cassandra
Göteborg Distributed: Eventual Consistency in Apache Cassandra
 
VMworld 2013: Silent Killer: How Latency Destroys Performance...And What to D...
VMworld 2013: Silent Killer: How Latency Destroys Performance...And What to D...VMworld 2013: Silent Killer: How Latency Destroys Performance...And What to D...
VMworld 2013: Silent Killer: How Latency Destroys Performance...And What to D...
 
MYSQL
MYSQLMYSQL
MYSQL
 
Jeff Johnson, Research Engineer, Facebook at MLconf NYC
Jeff Johnson, Research Engineer, Facebook at MLconf NYCJeff Johnson, Research Engineer, Facebook at MLconf NYC
Jeff Johnson, Research Engineer, Facebook at MLconf NYC
 

More from Rouyun Pan

深度學習工作流程
深度學習工作流程深度學習工作流程
深度學習工作流程Rouyun Pan
 
Tensorflow lite for microcontroller
Tensorflow lite for microcontrollerTensorflow lite for microcontroller
Tensorflow lite for microcontrollerRouyun Pan
 
Google edge tpu
Google edge tpuGoogle edge tpu
Google edge tpuRouyun Pan
 
用Adobe Camera raw 進行膚色校正
用Adobe Camera raw 進行膚色校正用Adobe Camera raw 進行膚色校正
用Adobe Camera raw 進行膚色校正Rouyun Pan
 
給攝影師的古典藝術構圖
給攝影師的古典藝術構圖給攝影師的古典藝術構圖
給攝影師的古典藝術構圖Rouyun Pan
 
照片直方圖解析
照片直方圖解析照片直方圖解析
照片直方圖解析Rouyun Pan
 
Deep Learning Hardware: Past, Present, & Future
Deep Learning Hardware: Past, Present, & FutureDeep Learning Hardware: Past, Present, & Future
Deep Learning Hardware: Past, Present, & FutureRouyun Pan
 
「轉貼」移動互聯網行業盤點
「轉貼」移動互聯網行業盤點「轉貼」移動互聯網行業盤點
「轉貼」移動互聯網行業盤點Rouyun Pan
 
The overview of VR solutions
The overview of VR solutionsThe overview of VR solutions
The overview of VR solutionsRouyun Pan
 
Render thead of hwui
Render thead of hwuiRender thead of hwui
Render thead of hwuiRouyun Pan
 
[轉貼] 社群大數據 - 輿情觀測及分析應用
[轉貼] 社群大數據 - 輿情觀測及分析應用[轉貼] 社群大數據 - 輿情觀測及分析應用
[轉貼] 社群大數據 - 輿情觀測及分析應用Rouyun Pan
 
WebRTC overview
WebRTC overviewWebRTC overview
WebRTC overviewRouyun Pan
 
Android 待機與操作耗電檢查
Android 待機與操作耗電檢查Android 待機與操作耗電檢查
Android 待機與操作耗電檢查Rouyun Pan
 
Analyzing Display and Performance with Systrace
Analyzing Display and Performance with SystraceAnalyzing Display and Performance with Systrace
Analyzing Display and Performance with SystraceRouyun Pan
 

More from Rouyun Pan (20)

調色筆記
調色筆記調色筆記
調色筆記
 
深度學習工作流程
深度學習工作流程深度學習工作流程
深度學習工作流程
 
Tensorflow lite for microcontroller
Tensorflow lite for microcontrollerTensorflow lite for microcontroller
Tensorflow lite for microcontroller
 
Google edge tpu
Google edge tpuGoogle edge tpu
Google edge tpu
 
用Adobe Camera raw 進行膚色校正
用Adobe Camera raw 進行膚色校正用Adobe Camera raw 進行膚色校正
用Adobe Camera raw 進行膚色校正
 
給攝影師的古典藝術構圖
給攝影師的古典藝術構圖給攝影師的古典藝術構圖
給攝影師的古典藝術構圖
 
照片直方圖解析
照片直方圖解析照片直方圖解析
照片直方圖解析
 
Deep Learning Hardware: Past, Present, & Future
Deep Learning Hardware: Past, Present, & FutureDeep Learning Hardware: Past, Present, & Future
Deep Learning Hardware: Past, Present, & Future
 
Deep learning
Deep learningDeep learning
Deep learning
 
VR解密
VR解密VR解密
VR解密
 
「轉貼」移動互聯網行業盤點
「轉貼」移動互聯網行業盤點「轉貼」移動互聯網行業盤點
「轉貼」移動互聯網行業盤點
 
The overview of VR solutions
The overview of VR solutionsThe overview of VR solutions
The overview of VR solutions
 
Render thead of hwui
Render thead of hwuiRender thead of hwui
Render thead of hwui
 
Project Tango
Project TangoProject Tango
Project Tango
 
[轉貼] 社群大數據 - 輿情觀測及分析應用
[轉貼] 社群大數據 - 輿情觀測及分析應用[轉貼] 社群大數據 - 輿情觀測及分析應用
[轉貼] 社群大數據 - 輿情觀測及分析應用
 
財報分析1
財報分析1財報分析1
財報分析1
 
WebRTC overview
WebRTC overviewWebRTC overview
WebRTC overview
 
Device tree
Device treeDevice tree
Device tree
 
Android 待機與操作耗電檢查
Android 待機與操作耗電檢查Android 待機與操作耗電檢查
Android 待機與操作耗電檢查
 
Analyzing Display and Performance with Systrace
Analyzing Display and Performance with SystraceAnalyzing Display and Performance with Systrace
Analyzing Display and Performance with Systrace
 

Recently uploaded

Apres-Cyber - The Data Dilemma: Bridging Offensive Operations and Machine Lea...
Apres-Cyber - The Data Dilemma: Bridging Offensive Operations and Machine Lea...Apres-Cyber - The Data Dilemma: Bridging Offensive Operations and Machine Lea...
Apres-Cyber - The Data Dilemma: Bridging Offensive Operations and Machine Lea...Will Schroeder
 
IESVE Software for Florida Code Compliance Using ASHRAE 90.1-2019
IESVE Software for Florida Code Compliance Using ASHRAE 90.1-2019IESVE Software for Florida Code Compliance Using ASHRAE 90.1-2019
IESVE Software for Florida Code Compliance Using ASHRAE 90.1-2019IES VE
 
The Kubernetes Gateway API and its role in Cloud Native API Management
The Kubernetes Gateway API and its role in Cloud Native API ManagementThe Kubernetes Gateway API and its role in Cloud Native API Management
The Kubernetes Gateway API and its role in Cloud Native API ManagementNuwan Dias
 
Salesforce Miami User Group Event - 1st Quarter 2024
Salesforce Miami User Group Event - 1st Quarter 2024Salesforce Miami User Group Event - 1st Quarter 2024
Salesforce Miami User Group Event - 1st Quarter 2024SkyPlanner
 
UiPath Studio Web workshop series - Day 6
UiPath Studio Web workshop series - Day 6UiPath Studio Web workshop series - Day 6
UiPath Studio Web workshop series - Day 6DianaGray10
 
Governance in SharePoint Premium:What's in the box?
Governance in SharePoint Premium:What's in the box?Governance in SharePoint Premium:What's in the box?
Governance in SharePoint Premium:What's in the box?Juan Carlos Gonzalez
 
VoIP Service and Marketing using Odoo and Asterisk PBX
VoIP Service and Marketing using Odoo and Asterisk PBXVoIP Service and Marketing using Odoo and Asterisk PBX
VoIP Service and Marketing using Odoo and Asterisk PBXTarek Kalaji
 
Secure your environment with UiPath and CyberArk technologies - Session 1
Secure your environment with UiPath and CyberArk technologies - Session 1Secure your environment with UiPath and CyberArk technologies - Session 1
Secure your environment with UiPath and CyberArk technologies - Session 1DianaGray10
 
Cybersecurity Workshop #1.pptx
Cybersecurity Workshop #1.pptxCybersecurity Workshop #1.pptx
Cybersecurity Workshop #1.pptxGDSC PJATK
 
Computer 10: Lesson 10 - Online Crimes and Hazards
Computer 10: Lesson 10 - Online Crimes and HazardsComputer 10: Lesson 10 - Online Crimes and Hazards
Computer 10: Lesson 10 - Online Crimes and HazardsSeth Reyes
 
UiPath Studio Web workshop series - Day 8
UiPath Studio Web workshop series - Day 8UiPath Studio Web workshop series - Day 8
UiPath Studio Web workshop series - Day 8DianaGray10
 
IEEE Computer Society’s Strategic Activities and Products including SWEBOK Guide
IEEE Computer Society’s Strategic Activities and Products including SWEBOK GuideIEEE Computer Society’s Strategic Activities and Products including SWEBOK Guide
IEEE Computer Society’s Strategic Activities and Products including SWEBOK GuideHironori Washizaki
 
How Accurate are Carbon Emissions Projections?
How Accurate are Carbon Emissions Projections?How Accurate are Carbon Emissions Projections?
How Accurate are Carbon Emissions Projections?IES VE
 
Crea il tuo assistente AI con lo Stregatto (open source python framework)
Crea il tuo assistente AI con lo Stregatto (open source python framework)Crea il tuo assistente AI con lo Stregatto (open source python framework)
Crea il tuo assistente AI con lo Stregatto (open source python framework)Commit University
 
COMPUTER 10: Lesson 7 - File Storage and Online Collaboration
COMPUTER 10: Lesson 7 - File Storage and Online CollaborationCOMPUTER 10: Lesson 7 - File Storage and Online Collaboration
COMPUTER 10: Lesson 7 - File Storage and Online Collaborationbruanjhuli
 
UWB Technology for Enhanced Indoor and Outdoor Positioning in Physiological M...
UWB Technology for Enhanced Indoor and Outdoor Positioning in Physiological M...UWB Technology for Enhanced Indoor and Outdoor Positioning in Physiological M...
UWB Technology for Enhanced Indoor and Outdoor Positioning in Physiological M...UbiTrack UK
 
The Data Metaverse: Unpacking the Roles, Use Cases, and Tech Trends in Data a...
The Data Metaverse: Unpacking the Roles, Use Cases, and Tech Trends in Data a...The Data Metaverse: Unpacking the Roles, Use Cases, and Tech Trends in Data a...
The Data Metaverse: Unpacking the Roles, Use Cases, and Tech Trends in Data a...Aggregage
 
Igniting Next Level Productivity with AI-Infused Data Integration Workflows
Igniting Next Level Productivity with AI-Infused Data Integration WorkflowsIgniting Next Level Productivity with AI-Infused Data Integration Workflows
Igniting Next Level Productivity with AI-Infused Data Integration WorkflowsSafe Software
 
Anypoint Code Builder , Google Pub sub connector and MuleSoft RPA
Anypoint Code Builder , Google Pub sub connector and MuleSoft RPAAnypoint Code Builder , Google Pub sub connector and MuleSoft RPA
Anypoint Code Builder , Google Pub sub connector and MuleSoft RPAshyamraj55
 
99.99% of Your Traces Are (Probably) Trash (SRECon NA 2024).pdf
99.99% of Your Traces  Are (Probably) Trash (SRECon NA 2024).pdf99.99% of Your Traces  Are (Probably) Trash (SRECon NA 2024).pdf
99.99% of Your Traces Are (Probably) Trash (SRECon NA 2024).pdfPaige Cruz
 

Recently uploaded (20)

Apres-Cyber - The Data Dilemma: Bridging Offensive Operations and Machine Lea...
Apres-Cyber - The Data Dilemma: Bridging Offensive Operations and Machine Lea...Apres-Cyber - The Data Dilemma: Bridging Offensive Operations and Machine Lea...
Apres-Cyber - The Data Dilemma: Bridging Offensive Operations and Machine Lea...
 
IESVE Software for Florida Code Compliance Using ASHRAE 90.1-2019
IESVE Software for Florida Code Compliance Using ASHRAE 90.1-2019IESVE Software for Florida Code Compliance Using ASHRAE 90.1-2019
IESVE Software for Florida Code Compliance Using ASHRAE 90.1-2019
 
The Kubernetes Gateway API and its role in Cloud Native API Management
The Kubernetes Gateway API and its role in Cloud Native API ManagementThe Kubernetes Gateway API and its role in Cloud Native API Management
The Kubernetes Gateway API and its role in Cloud Native API Management
 
Salesforce Miami User Group Event - 1st Quarter 2024
Salesforce Miami User Group Event - 1st Quarter 2024Salesforce Miami User Group Event - 1st Quarter 2024
Salesforce Miami User Group Event - 1st Quarter 2024
 
UiPath Studio Web workshop series - Day 6
UiPath Studio Web workshop series - Day 6UiPath Studio Web workshop series - Day 6
UiPath Studio Web workshop series - Day 6
 
Governance in SharePoint Premium:What's in the box?
Governance in SharePoint Premium:What's in the box?Governance in SharePoint Premium:What's in the box?
Governance in SharePoint Premium:What's in the box?
 
VoIP Service and Marketing using Odoo and Asterisk PBX
VoIP Service and Marketing using Odoo and Asterisk PBXVoIP Service and Marketing using Odoo and Asterisk PBX
VoIP Service and Marketing using Odoo and Asterisk PBX
 
Secure your environment with UiPath and CyberArk technologies - Session 1
Secure your environment with UiPath and CyberArk technologies - Session 1Secure your environment with UiPath and CyberArk technologies - Session 1
Secure your environment with UiPath and CyberArk technologies - Session 1
 
Cybersecurity Workshop #1.pptx
Cybersecurity Workshop #1.pptxCybersecurity Workshop #1.pptx
Cybersecurity Workshop #1.pptx
 
Computer 10: Lesson 10 - Online Crimes and Hazards
Computer 10: Lesson 10 - Online Crimes and HazardsComputer 10: Lesson 10 - Online Crimes and Hazards
Computer 10: Lesson 10 - Online Crimes and Hazards
 
UiPath Studio Web workshop series - Day 8
UiPath Studio Web workshop series - Day 8UiPath Studio Web workshop series - Day 8
UiPath Studio Web workshop series - Day 8
 
IEEE Computer Society’s Strategic Activities and Products including SWEBOK Guide
IEEE Computer Society’s Strategic Activities and Products including SWEBOK GuideIEEE Computer Society’s Strategic Activities and Products including SWEBOK Guide
IEEE Computer Society’s Strategic Activities and Products including SWEBOK Guide
 
How Accurate are Carbon Emissions Projections?
How Accurate are Carbon Emissions Projections?How Accurate are Carbon Emissions Projections?
How Accurate are Carbon Emissions Projections?
 
Crea il tuo assistente AI con lo Stregatto (open source python framework)
Crea il tuo assistente AI con lo Stregatto (open source python framework)Crea il tuo assistente AI con lo Stregatto (open source python framework)
Crea il tuo assistente AI con lo Stregatto (open source python framework)
 
COMPUTER 10: Lesson 7 - File Storage and Online Collaboration
COMPUTER 10: Lesson 7 - File Storage and Online CollaborationCOMPUTER 10: Lesson 7 - File Storage and Online Collaboration
COMPUTER 10: Lesson 7 - File Storage and Online Collaboration
 
UWB Technology for Enhanced Indoor and Outdoor Positioning in Physiological M...
UWB Technology for Enhanced Indoor and Outdoor Positioning in Physiological M...UWB Technology for Enhanced Indoor and Outdoor Positioning in Physiological M...
UWB Technology for Enhanced Indoor and Outdoor Positioning in Physiological M...
 
The Data Metaverse: Unpacking the Roles, Use Cases, and Tech Trends in Data a...
The Data Metaverse: Unpacking the Roles, Use Cases, and Tech Trends in Data a...The Data Metaverse: Unpacking the Roles, Use Cases, and Tech Trends in Data a...
The Data Metaverse: Unpacking the Roles, Use Cases, and Tech Trends in Data a...
 
Igniting Next Level Productivity with AI-Infused Data Integration Workflows
Igniting Next Level Productivity with AI-Infused Data Integration WorkflowsIgniting Next Level Productivity with AI-Infused Data Integration Workflows
Igniting Next Level Productivity with AI-Infused Data Integration Workflows
 
Anypoint Code Builder , Google Pub sub connector and MuleSoft RPA
Anypoint Code Builder , Google Pub sub connector and MuleSoft RPAAnypoint Code Builder , Google Pub sub connector and MuleSoft RPA
Anypoint Code Builder , Google Pub sub connector and MuleSoft RPA
 
99.99% of Your Traces Are (Probably) Trash (SRECon NA 2024).pdf
99.99% of Your Traces  Are (Probably) Trash (SRECon NA 2024).pdf99.99% of Your Traces  Are (Probably) Trash (SRECon NA 2024).pdf
99.99% of Your Traces Are (Probably) Trash (SRECon NA 2024).pdf
 

有點硬又不會太硬的DNN加速器