SlideShare a Scribd company logo
“Cognitive Hardware and Software Ecosystem
Community Infrastructure (CHASE-CI)”
Panel: AI and the Edge
Internet2 Global Summit
San Diego, CA
May 9, 2018
Dr. Larry Smarr
Director, California Institute for Telecommunications and Information Technology
Harry E. Gruber Professor,
Dept. of Computer Science and Engineering
Jacobs School of Engineering, UCSD
http://lsmarr.calit2.net
1
(GDC)
Logical Next Step: The Pacific Research Platform Networks Campus DMZs
to Create a Regional End-to-End Science-Driven “Big Data Superhighway” System
NSF CC*DNI Grant
$5M 10/2015-10/2020
PI: Larry Smarr, UC San Diego Calit2
Co-PIs:
• Camille Crittenden, UC Berkeley CITRIS,
• Tom DeFanti, UC San Diego Calit2/QI,
• Philip Papadopoulos, UCSD SDSC,
• Frank Wuerthwein, UCSD Physics and SDSC
Letters of Commitment from:
• 50 Researchers from 15 Campuses
• 32 IT/Network Organization Leaders
NSF Program Officer: Amy Walton
Source: John Hess, CENIC
New NSF CHASE-CI Grant Creates a Community Cyberinfrastructure:
Adding a Machine Learning Layer Built on Top of the Pacific Research Platform
Caltech
UCB
UCI UCR
UCSD
UCSC
Stanford
MSU
UCM
SDSU
NSF Grant for High Speed “Cloud” of 256 GPUs
For 30 ML Faculty & Their Students at 10 Campuses
for Training AI Algorithms on Big Data
NSF Program Officer: Mimi McClure
Calit2’s Pattern Recognition Lab is Exploring Mapping
Machine Learning Algorithm Families Onto Novel Architectures
Qualcomm
Institute
• Deep & Recurrent Neural Networks (DNN, RNN)
• Graph Theoretic
• Reinforcement Learning (RL)
• Clustering and other neighborhood-based
• Support Vector Machine (SVM)
• Sparse Signal Processing and Source Localization
• Dimensionality Reduction & Manifold Learning
• Latent Variable Analysis (PCA, ICA)
• Stochastic Sampling, Variational Approximation
• Decision Tree Learning
FIONA8: Adding GPUs to FIONAs
Supports Data Science Machine Learning
Multi-Tenant Containerized GPU JupyterHub
Running Kubernetes / CoreOS
Eight Nvidia GTX-1080 Ti GPUs
~$13K
32GB RAM, 3TB SSD, 40G & Dual 10G ports
Source: John Graham, Calit2
48 GPUs for
OSG Applications
UCSD Adding >350 Game GPUs to Data Sciences Cyberinfrastructure -
Devoted to Data Analytics and Machine Learning
SunCAVE 70 GPUs
WAVE + Vroom 48 GPUs
FIONA with
8-Game GPUs
95 GPUs
for Students
CHASE-CI Grant Provides
96 GPUs at UCSD
for Training AI Algorithms on Big Data
Plus 288 64-bit GPUs
On SDSC’s Comet
Next Step: Surrounding the PRP Machine Learning Platform
With Clouds of GPUs and Non-Von Neumann Processors
Microsoft Installs Altera FPGAs
into Bing Servers &
384 into TACC for Academic Access
CHASE-CI
64-TrueNorth
Cluster
64-bit GPUs
4352x NVIDIA Tesla V100 GPUs
See talk by:
Hurtado Anampa

More Related Content

What's hot

Accelerating your Research with Microsoft Azure (June 2015)
Accelerating your Research with Microsoft Azure (June 2015)Accelerating your Research with Microsoft Azure (June 2015)
Accelerating your Research with Microsoft Azure (June 2015)
Microsoft Azure for Research
 
Keynote IEEE International Workshop on Cloud Analytics. Dennis Gannon
Keynote IEEE International Workshop on Cloud Analytics. Dennis  GannonKeynote IEEE International Workshop on Cloud Analytics. Dennis  Gannon
Keynote IEEE International Workshop on Cloud Analytics. Dennis Gannon
Microsoft Azure for Research
 
Doing Research in the Cloud - NIH Workshop Dennis Gannon
Doing Research in the Cloud - NIH Workshop Dennis GannonDoing Research in the Cloud - NIH Workshop Dennis Gannon
Doing Research in the Cloud - NIH Workshop Dennis Gannon
Microsoft Azure for Research
 
Eyeo 2019-Lightning-Cytoscape
Eyeo 2019-Lightning-CytoscapeEyeo 2019-Lightning-Cytoscape
Eyeo 2019-Lightning-Cytoscape
Keiichiro Ono
 
A time efficient approach for detecting errors in big sensor data on cloud
A time efficient approach for detecting errors in big sensor data on cloudA time efficient approach for detecting errors in big sensor data on cloud
A time efficient approach for detecting errors in big sensor data on cloud
Nexgen Technology
 
Grid Projects In The US July 2008
Grid Projects In The US July 2008Grid Projects In The US July 2008
Grid Projects In The US July 2008
Ian Foster
 
Grid computing & its applications
Grid computing & its applicationsGrid computing & its applications
Grid computing & its applications
Alokeparna Choudhury
 
The Discovery Cloud: Accelerating Science via Outsourcing and Automation
The Discovery Cloud: Accelerating Science via Outsourcing and AutomationThe Discovery Cloud: Accelerating Science via Outsourcing and Automation
The Discovery Cloud: Accelerating Science via Outsourcing and Automation
Ian Foster
 
Cs6703 grid and cloud computing Study material
Cs6703 grid and cloud computing Study materialCs6703 grid and cloud computing Study material
Cs6703 grid and cloud computing Study material
kaleeswaranme
 
Toward a Global Research Platform for Big Data Analysis
Toward a Global Research Platform for Big Data AnalysisToward a Global Research Platform for Big Data Analysis
Toward a Global Research Platform for Big Data Analysis
Larry Smarr
 
MACHINE LEARNING ON MAPREDUCE FRAMEWORK
MACHINE LEARNING ON MAPREDUCE FRAMEWORKMACHINE LEARNING ON MAPREDUCE FRAMEWORK
MACHINE LEARNING ON MAPREDUCE FRAMEWORK
Abhi Jit
 
High Performance Collaboration – The Jump to Light Speed
High Performance Collaboration – The Jump to Light SpeedHigh Performance Collaboration – The Jump to Light Speed
High Performance Collaboration – The Jump to Light Speed
Larry Smarr
 
Grid Computing
Grid ComputingGrid Computing
Grid Computing
Phương Đông
 
TeraGrid Communication and Computation
TeraGrid Communication and ComputationTeraGrid Communication and Computation
TeraGrid Communication and Computation
Tal Lavian Ph.D.
 
BUILDING BETTER PREDICTIVE MODELS WITH COGNITIVE ASSISTANCE IN A DATA SCIENCE...
BUILDING BETTER PREDICTIVE MODELS WITH COGNITIVE ASSISTANCE IN A DATA SCIENCE...BUILDING BETTER PREDICTIVE MODELS WITH COGNITIVE ASSISTANCE IN A DATA SCIENCE...
BUILDING BETTER PREDICTIVE MODELS WITH COGNITIVE ASSISTANCE IN A DATA SCIENCE...
Alex Liu
 
Bergman Enabling Computation for neuro ML external
Bergman Enabling Computation for neuro ML externalBergman Enabling Computation for neuro ML external
Bergman Enabling Computation for neuro ML externalazlefty
 
The Pacific Research Platform Two Years In
The Pacific Research Platform Two Years InThe Pacific Research Platform Two Years In
The Pacific Research Platform Two Years In
Larry Smarr
 
Accelerating data-intensive science by outsourcing the mundane
Accelerating data-intensive science by outsourcing the mundaneAccelerating data-intensive science by outsourcing the mundane
Accelerating data-intensive science by outsourcing the mundane
Ian Foster
 
LambdaFabric for Machine Learning Acceleration
LambdaFabric for Machine Learning AccelerationLambdaFabric for Machine Learning Acceleration
LambdaFabric for Machine Learning Acceleration
KnuEdge
 

What's hot (20)

Accelerating your Research with Microsoft Azure (June 2015)
Accelerating your Research with Microsoft Azure (June 2015)Accelerating your Research with Microsoft Azure (June 2015)
Accelerating your Research with Microsoft Azure (June 2015)
 
Keynote IEEE International Workshop on Cloud Analytics. Dennis Gannon
Keynote IEEE International Workshop on Cloud Analytics. Dennis  GannonKeynote IEEE International Workshop on Cloud Analytics. Dennis  Gannon
Keynote IEEE International Workshop on Cloud Analytics. Dennis Gannon
 
Doing Research in the Cloud - NIH Workshop Dennis Gannon
Doing Research in the Cloud - NIH Workshop Dennis GannonDoing Research in the Cloud - NIH Workshop Dennis Gannon
Doing Research in the Cloud - NIH Workshop Dennis Gannon
 
Eyeo 2019-Lightning-Cytoscape
Eyeo 2019-Lightning-CytoscapeEyeo 2019-Lightning-Cytoscape
Eyeo 2019-Lightning-Cytoscape
 
prj exam
prj examprj exam
prj exam
 
A time efficient approach for detecting errors in big sensor data on cloud
A time efficient approach for detecting errors in big sensor data on cloudA time efficient approach for detecting errors in big sensor data on cloud
A time efficient approach for detecting errors in big sensor data on cloud
 
Grid Projects In The US July 2008
Grid Projects In The US July 2008Grid Projects In The US July 2008
Grid Projects In The US July 2008
 
Grid computing & its applications
Grid computing & its applicationsGrid computing & its applications
Grid computing & its applications
 
The Discovery Cloud: Accelerating Science via Outsourcing and Automation
The Discovery Cloud: Accelerating Science via Outsourcing and AutomationThe Discovery Cloud: Accelerating Science via Outsourcing and Automation
The Discovery Cloud: Accelerating Science via Outsourcing and Automation
 
Cs6703 grid and cloud computing Study material
Cs6703 grid and cloud computing Study materialCs6703 grid and cloud computing Study material
Cs6703 grid and cloud computing Study material
 
Toward a Global Research Platform for Big Data Analysis
Toward a Global Research Platform for Big Data AnalysisToward a Global Research Platform for Big Data Analysis
Toward a Global Research Platform for Big Data Analysis
 
MACHINE LEARNING ON MAPREDUCE FRAMEWORK
MACHINE LEARNING ON MAPREDUCE FRAMEWORKMACHINE LEARNING ON MAPREDUCE FRAMEWORK
MACHINE LEARNING ON MAPREDUCE FRAMEWORK
 
High Performance Collaboration – The Jump to Light Speed
High Performance Collaboration – The Jump to Light SpeedHigh Performance Collaboration – The Jump to Light Speed
High Performance Collaboration – The Jump to Light Speed
 
Grid Computing
Grid ComputingGrid Computing
Grid Computing
 
TeraGrid Communication and Computation
TeraGrid Communication and ComputationTeraGrid Communication and Computation
TeraGrid Communication and Computation
 
BUILDING BETTER PREDICTIVE MODELS WITH COGNITIVE ASSISTANCE IN A DATA SCIENCE...
BUILDING BETTER PREDICTIVE MODELS WITH COGNITIVE ASSISTANCE IN A DATA SCIENCE...BUILDING BETTER PREDICTIVE MODELS WITH COGNITIVE ASSISTANCE IN A DATA SCIENCE...
BUILDING BETTER PREDICTIVE MODELS WITH COGNITIVE ASSISTANCE IN A DATA SCIENCE...
 
Bergman Enabling Computation for neuro ML external
Bergman Enabling Computation for neuro ML externalBergman Enabling Computation for neuro ML external
Bergman Enabling Computation for neuro ML external
 
The Pacific Research Platform Two Years In
The Pacific Research Platform Two Years InThe Pacific Research Platform Two Years In
The Pacific Research Platform Two Years In
 
Accelerating data-intensive science by outsourcing the mundane
Accelerating data-intensive science by outsourcing the mundaneAccelerating data-intensive science by outsourcing the mundane
Accelerating data-intensive science by outsourcing the mundane
 
LambdaFabric for Machine Learning Acceleration
LambdaFabric for Machine Learning AccelerationLambdaFabric for Machine Learning Acceleration
LambdaFabric for Machine Learning Acceleration
 

Similar to Cognitive Hardware and Software Ecosystem Community Infrastructure (CHASE-CI)

Distributed Cyberinfrastructure to Support Big Data Machine Learning
Distributed Cyberinfrastructure to Support Big Data Machine LearningDistributed Cyberinfrastructure to Support Big Data Machine Learning
Distributed Cyberinfrastructure to Support Big Data Machine Learning
Larry Smarr
 
From the Pacific Research Platform to a National Research Platform
From the Pacific Research Platform to a National Research PlatformFrom the Pacific Research Platform to a National Research Platform
From the Pacific Research Platform to a National Research Platform
Larry Smarr
 
The Pacific Research Platform: A Regional-Scale Big Data Analytics Cyberinfra...
The Pacific Research Platform: A Regional-Scale Big Data Analytics Cyberinfra...The Pacific Research Platform: A Regional-Scale Big Data Analytics Cyberinfra...
The Pacific Research Platform: A Regional-Scale Big Data Analytics Cyberinfra...
Larry Smarr
 
CHASE-CI: A Distributed Big Data Machine Learning Platform
CHASE-CI: A Distributed Big Data Machine Learning PlatformCHASE-CI: A Distributed Big Data Machine Learning Platform
CHASE-CI: A Distributed Big Data Machine Learning Platform
Larry Smarr
 
Toward a National Research Platform
Toward a National Research PlatformToward a National Research Platform
Toward a National Research Platform
Larry Smarr
 
Advanced Global-Scale Networking Supporting Data-Intensive Artificial Intelli...
Advanced Global-Scale Networking Supporting Data-Intensive Artificial Intelli...Advanced Global-Scale Networking Supporting Data-Intensive Artificial Intelli...
Advanced Global-Scale Networking Supporting Data-Intensive Artificial Intelli...
Larry Smarr
 
Berkeley cloud computing meetup may 2020
Berkeley cloud computing meetup may 2020Berkeley cloud computing meetup may 2020
Berkeley cloud computing meetup may 2020
Larry Smarr
 
Creating a Science-Driven Big Data Superhighway
Creating a Science-Driven Big Data SuperhighwayCreating a Science-Driven Big Data Superhighway
Creating a Science-Driven Big Data Superhighway
Larry Smarr
 
Creating a Big Data Machine Learning Platform in California
Creating a Big Data Machine Learning Platform in CaliforniaCreating a Big Data Machine Learning Platform in California
Creating a Big Data Machine Learning Platform in California
Larry Smarr
 
Looking Back, Looking Forward NSF CI Funding 1985-2025
Looking Back, Looking Forward NSF CI Funding 1985-2025Looking Back, Looking Forward NSF CI Funding 1985-2025
Looking Back, Looking Forward NSF CI Funding 1985-2025
Larry Smarr
 
Pacific Research Platform Science Drivers
Pacific Research Platform Science DriversPacific Research Platform Science Drivers
Pacific Research Platform Science Drivers
Larry Smarr
 
The Pacific Research Platform: Building a Distributed Big-Data Machine-Learni...
The Pacific Research Platform: Building a Distributed Big-Data Machine-Learni...The Pacific Research Platform: Building a Distributed Big-Data Machine-Learni...
The Pacific Research Platform: Building a Distributed Big-Data Machine-Learni...
Larry Smarr
 
PRP, CHASE-CI, TNRP and OSG
PRP, CHASE-CI, TNRP and OSGPRP, CHASE-CI, TNRP and OSG
PRP, CHASE-CI, TNRP and OSG
Larry Smarr
 
Peering The Pacific Research Platform With The Great Plains Network
Peering The Pacific Research Platform With The Great Plains NetworkPeering The Pacific Research Platform With The Great Plains Network
Peering The Pacific Research Platform With The Great Plains Network
Larry Smarr
 
The Pacific Research Platform: A Science-Driven Big-Data Freeway System
The Pacific Research Platform: A Science-Driven Big-Data Freeway SystemThe Pacific Research Platform: A Science-Driven Big-Data Freeway System
The Pacific Research Platform: A Science-Driven Big-Data Freeway System
Larry Smarr
 
Global Research Platforms: Past, Present, Future
Global Research Platforms: Past, Present, FutureGlobal Research Platforms: Past, Present, Future
Global Research Platforms: Past, Present, Future
Larry Smarr
 
Security Challenges and the Pacific Research Platform
Security Challenges and the Pacific Research PlatformSecurity Challenges and the Pacific Research Platform
Security Challenges and the Pacific Research Platform
Larry Smarr
 
Evolving Cyberinfrastructure, Democratizing Data, and Scaling AI to Catalyze ...
Evolving Cyberinfrastructure, Democratizing Data, and Scaling AI to Catalyze ...Evolving Cyberinfrastructure, Democratizing Data, and Scaling AI to Catalyze ...
Evolving Cyberinfrastructure, Democratizing Data, and Scaling AI to Catalyze ...
inside-BigData.com
 
Towards a High-Performance National Research Platform Enabling Digital Research
Towards a High-Performance National Research Platform Enabling Digital ResearchTowards a High-Performance National Research Platform Enabling Digital Research
Towards a High-Performance National Research Platform Enabling Digital Research
Larry Smarr
 
The Pacific Research Platform: A Regional-Scale Big Data Analytics Cyberinfra...
The Pacific Research Platform: A Regional-Scale Big Data Analytics Cyberinfra...The Pacific Research Platform: A Regional-Scale Big Data Analytics Cyberinfra...
The Pacific Research Platform: A Regional-Scale Big Data Analytics Cyberinfra...
Larry Smarr
 

Similar to Cognitive Hardware and Software Ecosystem Community Infrastructure (CHASE-CI) (20)

Distributed Cyberinfrastructure to Support Big Data Machine Learning
Distributed Cyberinfrastructure to Support Big Data Machine LearningDistributed Cyberinfrastructure to Support Big Data Machine Learning
Distributed Cyberinfrastructure to Support Big Data Machine Learning
 
From the Pacific Research Platform to a National Research Platform
From the Pacific Research Platform to a National Research PlatformFrom the Pacific Research Platform to a National Research Platform
From the Pacific Research Platform to a National Research Platform
 
The Pacific Research Platform: A Regional-Scale Big Data Analytics Cyberinfra...
The Pacific Research Platform: A Regional-Scale Big Data Analytics Cyberinfra...The Pacific Research Platform: A Regional-Scale Big Data Analytics Cyberinfra...
The Pacific Research Platform: A Regional-Scale Big Data Analytics Cyberinfra...
 
CHASE-CI: A Distributed Big Data Machine Learning Platform
CHASE-CI: A Distributed Big Data Machine Learning PlatformCHASE-CI: A Distributed Big Data Machine Learning Platform
CHASE-CI: A Distributed Big Data Machine Learning Platform
 
Toward a National Research Platform
Toward a National Research PlatformToward a National Research Platform
Toward a National Research Platform
 
Advanced Global-Scale Networking Supporting Data-Intensive Artificial Intelli...
Advanced Global-Scale Networking Supporting Data-Intensive Artificial Intelli...Advanced Global-Scale Networking Supporting Data-Intensive Artificial Intelli...
Advanced Global-Scale Networking Supporting Data-Intensive Artificial Intelli...
 
Berkeley cloud computing meetup may 2020
Berkeley cloud computing meetup may 2020Berkeley cloud computing meetup may 2020
Berkeley cloud computing meetup may 2020
 
Creating a Science-Driven Big Data Superhighway
Creating a Science-Driven Big Data SuperhighwayCreating a Science-Driven Big Data Superhighway
Creating a Science-Driven Big Data Superhighway
 
Creating a Big Data Machine Learning Platform in California
Creating a Big Data Machine Learning Platform in CaliforniaCreating a Big Data Machine Learning Platform in California
Creating a Big Data Machine Learning Platform in California
 
Looking Back, Looking Forward NSF CI Funding 1985-2025
Looking Back, Looking Forward NSF CI Funding 1985-2025Looking Back, Looking Forward NSF CI Funding 1985-2025
Looking Back, Looking Forward NSF CI Funding 1985-2025
 
Pacific Research Platform Science Drivers
Pacific Research Platform Science DriversPacific Research Platform Science Drivers
Pacific Research Platform Science Drivers
 
The Pacific Research Platform: Building a Distributed Big-Data Machine-Learni...
The Pacific Research Platform: Building a Distributed Big-Data Machine-Learni...The Pacific Research Platform: Building a Distributed Big-Data Machine-Learni...
The Pacific Research Platform: Building a Distributed Big-Data Machine-Learni...
 
PRP, CHASE-CI, TNRP and OSG
PRP, CHASE-CI, TNRP and OSGPRP, CHASE-CI, TNRP and OSG
PRP, CHASE-CI, TNRP and OSG
 
Peering The Pacific Research Platform With The Great Plains Network
Peering The Pacific Research Platform With The Great Plains NetworkPeering The Pacific Research Platform With The Great Plains Network
Peering The Pacific Research Platform With The Great Plains Network
 
The Pacific Research Platform: A Science-Driven Big-Data Freeway System
The Pacific Research Platform: A Science-Driven Big-Data Freeway SystemThe Pacific Research Platform: A Science-Driven Big-Data Freeway System
The Pacific Research Platform: A Science-Driven Big-Data Freeway System
 
Global Research Platforms: Past, Present, Future
Global Research Platforms: Past, Present, FutureGlobal Research Platforms: Past, Present, Future
Global Research Platforms: Past, Present, Future
 
Security Challenges and the Pacific Research Platform
Security Challenges and the Pacific Research PlatformSecurity Challenges and the Pacific Research Platform
Security Challenges and the Pacific Research Platform
 
Evolving Cyberinfrastructure, Democratizing Data, and Scaling AI to Catalyze ...
Evolving Cyberinfrastructure, Democratizing Data, and Scaling AI to Catalyze ...Evolving Cyberinfrastructure, Democratizing Data, and Scaling AI to Catalyze ...
Evolving Cyberinfrastructure, Democratizing Data, and Scaling AI to Catalyze ...
 
Towards a High-Performance National Research Platform Enabling Digital Research
Towards a High-Performance National Research Platform Enabling Digital ResearchTowards a High-Performance National Research Platform Enabling Digital Research
Towards a High-Performance National Research Platform Enabling Digital Research
 
The Pacific Research Platform: A Regional-Scale Big Data Analytics Cyberinfra...
The Pacific Research Platform: A Regional-Scale Big Data Analytics Cyberinfra...The Pacific Research Platform: A Regional-Scale Big Data Analytics Cyberinfra...
The Pacific Research Platform: A Regional-Scale Big Data Analytics Cyberinfra...
 

More from Larry Smarr

My Remembrances of Mike Norman Over The Last 45 Years
My Remembrances of Mike Norman Over The Last 45 YearsMy Remembrances of Mike Norman Over The Last 45 Years
My Remembrances of Mike Norman Over The Last 45 Years
Larry Smarr
 
Metagenics How Do I Quantify My Body and Try to Improve its Health? June 18 2019
Metagenics How Do I Quantify My Body and Try to Improve its Health? June 18 2019Metagenics How Do I Quantify My Body and Try to Improve its Health? June 18 2019
Metagenics How Do I Quantify My Body and Try to Improve its Health? June 18 2019
Larry Smarr
 
Panel: Reaching More Minority Serving Institutions
Panel: Reaching More Minority Serving InstitutionsPanel: Reaching More Minority Serving Institutions
Panel: Reaching More Minority Serving Institutions
Larry Smarr
 
Global Network Advancement Group - Next Generation Network-Integrated Systems
Global Network Advancement Group - Next Generation Network-Integrated SystemsGlobal Network Advancement Group - Next Generation Network-Integrated Systems
Global Network Advancement Group - Next Generation Network-Integrated Systems
Larry Smarr
 
Wireless FasterData and Distributed Open Compute Opportunities and (some) Us...
 Wireless FasterData and Distributed Open Compute Opportunities and (some) Us... Wireless FasterData and Distributed Open Compute Opportunities and (some) Us...
Wireless FasterData and Distributed Open Compute Opportunities and (some) Us...
Larry Smarr
 
Panel Discussion: Engaging underrepresented technologists, researchers, and e...
Panel Discussion: Engaging underrepresented technologists, researchers, and e...Panel Discussion: Engaging underrepresented technologists, researchers, and e...
Panel Discussion: Engaging underrepresented technologists, researchers, and e...
Larry Smarr
 
The Asia Pacific and Korea Research Platforms: An Overview Jeonghoon Moon
The Asia Pacific and Korea Research Platforms: An Overview Jeonghoon MoonThe Asia Pacific and Korea Research Platforms: An Overview Jeonghoon Moon
The Asia Pacific and Korea Research Platforms: An Overview Jeonghoon Moon
Larry Smarr
 
Panel: Reaching More Minority Serving Institutions
Panel: Reaching More Minority Serving InstitutionsPanel: Reaching More Minority Serving Institutions
Panel: Reaching More Minority Serving Institutions
Larry Smarr
 
Panel: The Global Research Platform: An Overview
Panel: The Global Research Platform: An OverviewPanel: The Global Research Platform: An Overview
Panel: The Global Research Platform: An Overview
Larry Smarr
 
Panel: Future Wireless Extensions of Regional Optical Networks
Panel: Future Wireless Extensions of Regional Optical NetworksPanel: Future Wireless Extensions of Regional Optical Networks
Panel: Future Wireless Extensions of Regional Optical Networks
Larry Smarr
 
Global Research Platform Workshops - Maxine Brown
Global Research Platform Workshops - Maxine BrownGlobal Research Platform Workshops - Maxine Brown
Global Research Platform Workshops - Maxine Brown
Larry Smarr
 
Built around answering questions
Built around answering questionsBuilt around answering questions
Built around answering questions
Larry Smarr
 
Panel: NRP Science Impacts​
Panel: NRP Science Impacts​Panel: NRP Science Impacts​
Panel: NRP Science Impacts​
Larry Smarr
 
Democratizing Science through Cyberinfrastructure - Manish Parashar
Democratizing Science through Cyberinfrastructure - Manish ParasharDemocratizing Science through Cyberinfrastructure - Manish Parashar
Democratizing Science through Cyberinfrastructure - Manish Parashar
Larry Smarr
 
Panel: Building the NRP Ecosystem with the Regional Networks on their Campuses;
Panel: Building the NRP Ecosystem with the Regional Networks on their Campuses;Panel: Building the NRP Ecosystem with the Regional Networks on their Campuses;
Panel: Building the NRP Ecosystem with the Regional Networks on their Campuses;
Larry Smarr
 
Open Force Field: Scavenging pre-emptible CPU hours* in the age of COVID - Je...
Open Force Field: Scavenging pre-emptible CPU hours* in the age of COVID - Je...Open Force Field: Scavenging pre-emptible CPU hours* in the age of COVID - Je...
Open Force Field: Scavenging pre-emptible CPU hours* in the age of COVID - Je...
Larry Smarr
 
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
Larry Smarr
 
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
Larry Smarr
 
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
Larry Smarr
 
Frank Würthwein - NRP and the Path forward
Frank Würthwein - NRP and the Path forwardFrank Würthwein - NRP and the Path forward
Frank Würthwein - NRP and the Path forward
Larry Smarr
 

More from Larry Smarr (20)

My Remembrances of Mike Norman Over The Last 45 Years
My Remembrances of Mike Norman Over The Last 45 YearsMy Remembrances of Mike Norman Over The Last 45 Years
My Remembrances of Mike Norman Over The Last 45 Years
 
Metagenics How Do I Quantify My Body and Try to Improve its Health? June 18 2019
Metagenics How Do I Quantify My Body and Try to Improve its Health? June 18 2019Metagenics How Do I Quantify My Body and Try to Improve its Health? June 18 2019
Metagenics How Do I Quantify My Body and Try to Improve its Health? June 18 2019
 
Panel: Reaching More Minority Serving Institutions
Panel: Reaching More Minority Serving InstitutionsPanel: Reaching More Minority Serving Institutions
Panel: Reaching More Minority Serving Institutions
 
Global Network Advancement Group - Next Generation Network-Integrated Systems
Global Network Advancement Group - Next Generation Network-Integrated SystemsGlobal Network Advancement Group - Next Generation Network-Integrated Systems
Global Network Advancement Group - Next Generation Network-Integrated Systems
 
Wireless FasterData and Distributed Open Compute Opportunities and (some) Us...
 Wireless FasterData and Distributed Open Compute Opportunities and (some) Us... Wireless FasterData and Distributed Open Compute Opportunities and (some) Us...
Wireless FasterData and Distributed Open Compute Opportunities and (some) Us...
 
Panel Discussion: Engaging underrepresented technologists, researchers, and e...
Panel Discussion: Engaging underrepresented technologists, researchers, and e...Panel Discussion: Engaging underrepresented technologists, researchers, and e...
Panel Discussion: Engaging underrepresented technologists, researchers, and e...
 
The Asia Pacific and Korea Research Platforms: An Overview Jeonghoon Moon
The Asia Pacific and Korea Research Platforms: An Overview Jeonghoon MoonThe Asia Pacific and Korea Research Platforms: An Overview Jeonghoon Moon
The Asia Pacific and Korea Research Platforms: An Overview Jeonghoon Moon
 
Panel: Reaching More Minority Serving Institutions
Panel: Reaching More Minority Serving InstitutionsPanel: Reaching More Minority Serving Institutions
Panel: Reaching More Minority Serving Institutions
 
Panel: The Global Research Platform: An Overview
Panel: The Global Research Platform: An OverviewPanel: The Global Research Platform: An Overview
Panel: The Global Research Platform: An Overview
 
Panel: Future Wireless Extensions of Regional Optical Networks
Panel: Future Wireless Extensions of Regional Optical NetworksPanel: Future Wireless Extensions of Regional Optical Networks
Panel: Future Wireless Extensions of Regional Optical Networks
 
Global Research Platform Workshops - Maxine Brown
Global Research Platform Workshops - Maxine BrownGlobal Research Platform Workshops - Maxine Brown
Global Research Platform Workshops - Maxine Brown
 
Built around answering questions
Built around answering questionsBuilt around answering questions
Built around answering questions
 
Panel: NRP Science Impacts​
Panel: NRP Science Impacts​Panel: NRP Science Impacts​
Panel: NRP Science Impacts​
 
Democratizing Science through Cyberinfrastructure - Manish Parashar
Democratizing Science through Cyberinfrastructure - Manish ParasharDemocratizing Science through Cyberinfrastructure - Manish Parashar
Democratizing Science through Cyberinfrastructure - Manish Parashar
 
Panel: Building the NRP Ecosystem with the Regional Networks on their Campuses;
Panel: Building the NRP Ecosystem with the Regional Networks on their Campuses;Panel: Building the NRP Ecosystem with the Regional Networks on their Campuses;
Panel: Building the NRP Ecosystem with the Regional Networks on their Campuses;
 
Open Force Field: Scavenging pre-emptible CPU hours* in the age of COVID - Je...
Open Force Field: Scavenging pre-emptible CPU hours* in the age of COVID - Je...Open Force Field: Scavenging pre-emptible CPU hours* in the age of COVID - Je...
Open Force Field: Scavenging pre-emptible CPU hours* in the age of COVID - Je...
 
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
 
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
 
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
 
Frank Würthwein - NRP and the Path forward
Frank Würthwein - NRP and the Path forwardFrank Würthwein - NRP and the Path forward
Frank Würthwein - NRP and the Path forward
 

Recently uploaded

做(mqu毕业证书)麦考瑞大学毕业证硕士文凭证书学费发票原版一模一样
做(mqu毕业证书)麦考瑞大学毕业证硕士文凭证书学费发票原版一模一样做(mqu毕业证书)麦考瑞大学毕业证硕士文凭证书学费发票原版一模一样
做(mqu毕业证书)麦考瑞大学毕业证硕士文凭证书学费发票原版一模一样
axoqas
 
一比一原版(爱大毕业证书)爱丁堡大学毕业证如何办理
一比一原版(爱大毕业证书)爱丁堡大学毕业证如何办理一比一原版(爱大毕业证书)爱丁堡大学毕业证如何办理
一比一原版(爱大毕业证书)爱丁堡大学毕业证如何办理
g4dpvqap0
 
06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Dat...
06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Dat...06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Dat...
06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Dat...
Timothy Spann
 
Machine learning and optimization techniques for electrical drives.pptx
Machine learning and optimization techniques for electrical drives.pptxMachine learning and optimization techniques for electrical drives.pptx
Machine learning and optimization techniques for electrical drives.pptx
balafet
 
一比一原版(Deakin毕业证书)迪肯大学毕业证如何办理
一比一原版(Deakin毕业证书)迪肯大学毕业证如何办理一比一原版(Deakin毕业证书)迪肯大学毕业证如何办理
一比一原版(Deakin毕业证书)迪肯大学毕业证如何办理
oz8q3jxlp
 
Malana- Gimlet Market Analysis (Portfolio 2)
Malana- Gimlet Market Analysis (Portfolio 2)Malana- Gimlet Market Analysis (Portfolio 2)
Malana- Gimlet Market Analysis (Portfolio 2)
TravisMalana
 
Adjusting primitives for graph : SHORT REPORT / NOTES
Adjusting primitives for graph : SHORT REPORT / NOTESAdjusting primitives for graph : SHORT REPORT / NOTES
Adjusting primitives for graph : SHORT REPORT / NOTES
Subhajit Sahu
 
Everything you wanted to know about LIHTC
Everything you wanted to know about LIHTCEverything you wanted to know about LIHTC
Everything you wanted to know about LIHTC
Roger Valdez
 
原版制作(swinburne毕业证书)斯威本科技大学毕业证毕业完成信一模一样
原版制作(swinburne毕业证书)斯威本科技大学毕业证毕业完成信一模一样原版制作(swinburne毕业证书)斯威本科技大学毕业证毕业完成信一模一样
原版制作(swinburne毕业证书)斯威本科技大学毕业证毕业完成信一模一样
u86oixdj
 
Ch03-Managing the Object-Oriented Information Systems Project a.pdf
Ch03-Managing the Object-Oriented Information Systems Project a.pdfCh03-Managing the Object-Oriented Information Systems Project a.pdf
Ch03-Managing the Object-Oriented Information Systems Project a.pdf
haila53
 
一比一原版(BCU毕业证书)伯明翰城市大学毕业证如何办理
一比一原版(BCU毕业证书)伯明翰城市大学毕业证如何办理一比一原版(BCU毕业证书)伯明翰城市大学毕业证如何办理
一比一原版(BCU毕业证书)伯明翰城市大学毕业证如何办理
dwreak4tg
 
一比一原版(Bradford毕业证书)布拉德福德大学毕业证如何办理
一比一原版(Bradford毕业证书)布拉德福德大学毕业证如何办理一比一原版(Bradford毕业证书)布拉德福德大学毕业证如何办理
一比一原版(Bradford毕业证书)布拉德福德大学毕业证如何办理
mbawufebxi
 
Learn SQL from basic queries to Advance queries
Learn SQL from basic queries to Advance queriesLearn SQL from basic queries to Advance queries
Learn SQL from basic queries to Advance queries
manishkhaire30
 
一比一原版(CBU毕业证)卡普顿大学毕业证如何办理
一比一原版(CBU毕业证)卡普顿大学毕业证如何办理一比一原版(CBU毕业证)卡普顿大学毕业证如何办理
一比一原版(CBU毕业证)卡普顿大学毕业证如何办理
ahzuo
 
Data_and_Analytics_Essentials_Architect_an_Analytics_Platform.pptx
Data_and_Analytics_Essentials_Architect_an_Analytics_Platform.pptxData_and_Analytics_Essentials_Architect_an_Analytics_Platform.pptx
Data_and_Analytics_Essentials_Architect_an_Analytics_Platform.pptx
AnirbanRoy608946
 
Algorithmic optimizations for Dynamic Levelwise PageRank (from STICD) : SHORT...
Algorithmic optimizations for Dynamic Levelwise PageRank (from STICD) : SHORT...Algorithmic optimizations for Dynamic Levelwise PageRank (from STICD) : SHORT...
Algorithmic optimizations for Dynamic Levelwise PageRank (from STICD) : SHORT...
Subhajit Sahu
 
Best best suvichar in gujarati english meaning of this sentence as Silk road ...
Best best suvichar in gujarati english meaning of this sentence as Silk road ...Best best suvichar in gujarati english meaning of this sentence as Silk road ...
Best best suvichar in gujarati english meaning of this sentence as Silk road ...
AbhimanyuSinha9
 
The Building Blocks of QuestDB, a Time Series Database
The Building Blocks of QuestDB, a Time Series DatabaseThe Building Blocks of QuestDB, a Time Series Database
The Building Blocks of QuestDB, a Time Series Database
javier ramirez
 
【社内勉強会資料_Octo: An Open-Source Generalist Robot Policy】
【社内勉強会資料_Octo: An Open-Source Generalist Robot Policy】【社内勉強会資料_Octo: An Open-Source Generalist Robot Policy】
【社内勉強会資料_Octo: An Open-Source Generalist Robot Policy】
NABLAS株式会社
 
The affect of service quality and online reviews on customer loyalty in the E...
The affect of service quality and online reviews on customer loyalty in the E...The affect of service quality and online reviews on customer loyalty in the E...
The affect of service quality and online reviews on customer loyalty in the E...
jerlynmaetalle
 

Recently uploaded (20)

做(mqu毕业证书)麦考瑞大学毕业证硕士文凭证书学费发票原版一模一样
做(mqu毕业证书)麦考瑞大学毕业证硕士文凭证书学费发票原版一模一样做(mqu毕业证书)麦考瑞大学毕业证硕士文凭证书学费发票原版一模一样
做(mqu毕业证书)麦考瑞大学毕业证硕士文凭证书学费发票原版一模一样
 
一比一原版(爱大毕业证书)爱丁堡大学毕业证如何办理
一比一原版(爱大毕业证书)爱丁堡大学毕业证如何办理一比一原版(爱大毕业证书)爱丁堡大学毕业证如何办理
一比一原版(爱大毕业证书)爱丁堡大学毕业证如何办理
 
06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Dat...
06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Dat...06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Dat...
06-04-2024 - NYC Tech Week - Discussion on Vector Databases, Unstructured Dat...
 
Machine learning and optimization techniques for electrical drives.pptx
Machine learning and optimization techniques for electrical drives.pptxMachine learning and optimization techniques for electrical drives.pptx
Machine learning and optimization techniques for electrical drives.pptx
 
一比一原版(Deakin毕业证书)迪肯大学毕业证如何办理
一比一原版(Deakin毕业证书)迪肯大学毕业证如何办理一比一原版(Deakin毕业证书)迪肯大学毕业证如何办理
一比一原版(Deakin毕业证书)迪肯大学毕业证如何办理
 
Malana- Gimlet Market Analysis (Portfolio 2)
Malana- Gimlet Market Analysis (Portfolio 2)Malana- Gimlet Market Analysis (Portfolio 2)
Malana- Gimlet Market Analysis (Portfolio 2)
 
Adjusting primitives for graph : SHORT REPORT / NOTES
Adjusting primitives for graph : SHORT REPORT / NOTESAdjusting primitives for graph : SHORT REPORT / NOTES
Adjusting primitives for graph : SHORT REPORT / NOTES
 
Everything you wanted to know about LIHTC
Everything you wanted to know about LIHTCEverything you wanted to know about LIHTC
Everything you wanted to know about LIHTC
 
原版制作(swinburne毕业证书)斯威本科技大学毕业证毕业完成信一模一样
原版制作(swinburne毕业证书)斯威本科技大学毕业证毕业完成信一模一样原版制作(swinburne毕业证书)斯威本科技大学毕业证毕业完成信一模一样
原版制作(swinburne毕业证书)斯威本科技大学毕业证毕业完成信一模一样
 
Ch03-Managing the Object-Oriented Information Systems Project a.pdf
Ch03-Managing the Object-Oriented Information Systems Project a.pdfCh03-Managing the Object-Oriented Information Systems Project a.pdf
Ch03-Managing the Object-Oriented Information Systems Project a.pdf
 
一比一原版(BCU毕业证书)伯明翰城市大学毕业证如何办理
一比一原版(BCU毕业证书)伯明翰城市大学毕业证如何办理一比一原版(BCU毕业证书)伯明翰城市大学毕业证如何办理
一比一原版(BCU毕业证书)伯明翰城市大学毕业证如何办理
 
一比一原版(Bradford毕业证书)布拉德福德大学毕业证如何办理
一比一原版(Bradford毕业证书)布拉德福德大学毕业证如何办理一比一原版(Bradford毕业证书)布拉德福德大学毕业证如何办理
一比一原版(Bradford毕业证书)布拉德福德大学毕业证如何办理
 
Learn SQL from basic queries to Advance queries
Learn SQL from basic queries to Advance queriesLearn SQL from basic queries to Advance queries
Learn SQL from basic queries to Advance queries
 
一比一原版(CBU毕业证)卡普顿大学毕业证如何办理
一比一原版(CBU毕业证)卡普顿大学毕业证如何办理一比一原版(CBU毕业证)卡普顿大学毕业证如何办理
一比一原版(CBU毕业证)卡普顿大学毕业证如何办理
 
Data_and_Analytics_Essentials_Architect_an_Analytics_Platform.pptx
Data_and_Analytics_Essentials_Architect_an_Analytics_Platform.pptxData_and_Analytics_Essentials_Architect_an_Analytics_Platform.pptx
Data_and_Analytics_Essentials_Architect_an_Analytics_Platform.pptx
 
Algorithmic optimizations for Dynamic Levelwise PageRank (from STICD) : SHORT...
Algorithmic optimizations for Dynamic Levelwise PageRank (from STICD) : SHORT...Algorithmic optimizations for Dynamic Levelwise PageRank (from STICD) : SHORT...
Algorithmic optimizations for Dynamic Levelwise PageRank (from STICD) : SHORT...
 
Best best suvichar in gujarati english meaning of this sentence as Silk road ...
Best best suvichar in gujarati english meaning of this sentence as Silk road ...Best best suvichar in gujarati english meaning of this sentence as Silk road ...
Best best suvichar in gujarati english meaning of this sentence as Silk road ...
 
The Building Blocks of QuestDB, a Time Series Database
The Building Blocks of QuestDB, a Time Series DatabaseThe Building Blocks of QuestDB, a Time Series Database
The Building Blocks of QuestDB, a Time Series Database
 
【社内勉強会資料_Octo: An Open-Source Generalist Robot Policy】
【社内勉強会資料_Octo: An Open-Source Generalist Robot Policy】【社内勉強会資料_Octo: An Open-Source Generalist Robot Policy】
【社内勉強会資料_Octo: An Open-Source Generalist Robot Policy】
 
The affect of service quality and online reviews on customer loyalty in the E...
The affect of service quality and online reviews on customer loyalty in the E...The affect of service quality and online reviews on customer loyalty in the E...
The affect of service quality and online reviews on customer loyalty in the E...
 

Cognitive Hardware and Software Ecosystem Community Infrastructure (CHASE-CI)

  • 1. “Cognitive Hardware and Software Ecosystem Community Infrastructure (CHASE-CI)” Panel: AI and the Edge Internet2 Global Summit San Diego, CA May 9, 2018 Dr. Larry Smarr Director, California Institute for Telecommunications and Information Technology Harry E. Gruber Professor, Dept. of Computer Science and Engineering Jacobs School of Engineering, UCSD http://lsmarr.calit2.net 1
  • 2. (GDC) Logical Next Step: The Pacific Research Platform Networks Campus DMZs to Create a Regional End-to-End Science-Driven “Big Data Superhighway” System NSF CC*DNI Grant $5M 10/2015-10/2020 PI: Larry Smarr, UC San Diego Calit2 Co-PIs: • Camille Crittenden, UC Berkeley CITRIS, • Tom DeFanti, UC San Diego Calit2/QI, • Philip Papadopoulos, UCSD SDSC, • Frank Wuerthwein, UCSD Physics and SDSC Letters of Commitment from: • 50 Researchers from 15 Campuses • 32 IT/Network Organization Leaders NSF Program Officer: Amy Walton Source: John Hess, CENIC
  • 3. New NSF CHASE-CI Grant Creates a Community Cyberinfrastructure: Adding a Machine Learning Layer Built on Top of the Pacific Research Platform Caltech UCB UCI UCR UCSD UCSC Stanford MSU UCM SDSU NSF Grant for High Speed “Cloud” of 256 GPUs For 30 ML Faculty & Their Students at 10 Campuses for Training AI Algorithms on Big Data NSF Program Officer: Mimi McClure
  • 4. Calit2’s Pattern Recognition Lab is Exploring Mapping Machine Learning Algorithm Families Onto Novel Architectures Qualcomm Institute • Deep & Recurrent Neural Networks (DNN, RNN) • Graph Theoretic • Reinforcement Learning (RL) • Clustering and other neighborhood-based • Support Vector Machine (SVM) • Sparse Signal Processing and Source Localization • Dimensionality Reduction & Manifold Learning • Latent Variable Analysis (PCA, ICA) • Stochastic Sampling, Variational Approximation • Decision Tree Learning
  • 5. FIONA8: Adding GPUs to FIONAs Supports Data Science Machine Learning Multi-Tenant Containerized GPU JupyterHub Running Kubernetes / CoreOS Eight Nvidia GTX-1080 Ti GPUs ~$13K 32GB RAM, 3TB SSD, 40G & Dual 10G ports Source: John Graham, Calit2
  • 6. 48 GPUs for OSG Applications UCSD Adding >350 Game GPUs to Data Sciences Cyberinfrastructure - Devoted to Data Analytics and Machine Learning SunCAVE 70 GPUs WAVE + Vroom 48 GPUs FIONA with 8-Game GPUs 95 GPUs for Students CHASE-CI Grant Provides 96 GPUs at UCSD for Training AI Algorithms on Big Data Plus 288 64-bit GPUs On SDSC’s Comet
  • 7. Next Step: Surrounding the PRP Machine Learning Platform With Clouds of GPUs and Non-Von Neumann Processors Microsoft Installs Altera FPGAs into Bing Servers & 384 into TACC for Academic Access CHASE-CI 64-TrueNorth Cluster 64-bit GPUs 4352x NVIDIA Tesla V100 GPUs See talk by: Hurtado Anampa

Editor's Notes

  1. Mention these NINE (9) bullets.