edge to core to cloud with ai/ml - cisco€¦ · edge core cloud ingest data prep. unified data...

#DataDriven

Edge to Core to Cloud with AI/ML

Turn on the power of AI

Mike HommerNetApp Solution Architect – Data Center and Security

© 2019 NetApp, Inc. All rights reserved

What is Artificial Intelligence?

2

ARTIFICIAL INTELLIGENCE

MACHINELEARNING

DEEPLEARNING

Techniques that enable computers to mimic human intelligence.

Ability to learn without being explicitly programmed

Learning based on Deep Neural Network

1950’s 1980’s 2010’s

© 2019 NetApp, Inc. All rights reserved.

AI Is All About Data

Data is distributed

Data is dynamic

Generated and consumed from

multiple clouds and on-premises

Constantly changing and increasingly

cloud-streamed

Data is diverse

Data comes in many forms: video,

audio, images, quantitative, logs etc.

© 2019 NetApp, Inc. All rights reserved.3

Industry Verticals & Use Cases

Healthcare & Pharma Retail ManufacturingFinancial Services &

Insurance

Medical Imaging – Diagnosis,

Detection, ReconstructionRecommendation Engines Recommendation Engines Quantitative Trading Techniques

Detection Growth Defects using X-

Ray Scans

Chatbots, Call Center, Customer

ExperienceIndustrial Inspection Customer Service & Chatbots

Retinopathy in Children Predictive Search for Targeted Ads Predictive MaintenanceImage Recognition for Contracts /

Claims

Improved Diagnoses from Research

Literature

Autonomous Robots, Drones,

DeliverySemiconductor Defect Inspection NLP for Contracts . Claims

Chatbots & Customer ExperienceAI to find Shopping Cart Bundling

SavingsObject Classification Recommendation Engines

Image Recognition, NLP for Contracts

/ ClaimsVirtual Makeup Assistance Autonomous Driving Simulations

Accelerated Drug Simulation and

Discovery

Personalized Online Shopping

ExperienceService Center Use Cases (NLP)

Predicting Treatment Response Safety, Parking, Facial RecognitionComputational Fluid Dynamics to

Simulate Aerodynamics

Protein Synthesis

4 © 2019 NetApp, Inc. All rights reserved.

Smart Powerful Trusted▪ Data protection and compliance

designed-in

▪ Trusted partner

▪ Best-of-breed ecosystem

▪ Industry’s most complete

cloud data services

▪ Unified data platform

▪ Future-proof infrastructure

▪ Edge, core and cloud

▪ Smart data movement

▪ Simplified data pipeline

▪ Seamless cloud integration

▪ Professional services

Why NetApp for AI?

© 2019 NetApp, Inc. All rights reserved5

Invest in a high-growth market

▪ Invest in a leader

▪ #1 in NFS

▪ #1 in all-flash

▪ 2019 AI Breakthrough Award Winner

▪ Top NVIDIA partner

Why NetApp for Artificial Intelligence Investments Partner with NetApp to grow your business with end-to-end AI solutions

© 2019 NetApp, Inc. All rights reserved. 6

Best “Corporate Innovation in AI”

Best “AI Solution for Big Data”

“The brightest minds who are eager to find their next move in the industry.”

“Recognizing the best companies, technologies, products and services in the field of Artificial Intelligence.”

CloudCoreEdge

IngestData prep.

Unified data lake

Training cluster

1 2 3

Training sets

Test

Deployment

IM3

IM2

IM1

Repo

Analysis / Tiering

• Aggregation

• Normalization• Data collection

• Edge-level AI

• Exploration

• Training

• Deployment

• Model serving

• Cloud AI (GPU instances)

• Data tiering

Edge to Core to CloudSeamless data management

ONTAP Select

FlexPod Express

Cloud Sync

SnapMirror

FlexPod AI

ONTAP AI

FabricPool

Cloud Sync

Cloud Volumes

NetApp Private Store

7 © 2019 NetApp, Inc. All rights reserved.

© 2019 Cisco and NetApp. All rights reserved.

ACI Anywhere - VisionAny Workload, Any Location, Any Cloud

Remote Leaf / Virtual PoD APIC / Multi-Site

ACI Anywhere

IP WAN

IP WAN

Remote Location Public CloudOn Premise

Security Everywhere Policy EverywhereAnalytics Everywhere


Simple

• UCS managed with SingleConnect end-to-end I/O technology

• Single vendor support with continuous configuration monitoring

Flexible

• Intelligently manage data and compute across edge, core, and cloud

• Deploy AI Frameworks with confidence

Powerful

• GPU optimized compute with massively scalable flash

• The First End-to-End NVME CI Solution

• Use MAX Data in FlexPod to power AI

Production workloads will live on FlexPod AIAccelerate your AI data pipeline for deep learning

Cisco UCS 480 ML M5Optimized for AI/ML with

8 NVIDIA SXM2 V100 32G modules and NVLink

interconnect

NetApp A800The world’s fastest, cloud-connected flash for AI/DL

Cisco UCS FIUnified compute

fabric and management

Cisco Nexus 9KHigh speed fabric


Deployment/Inference

DataSource & AggregateCleanupTransformation

TrainingModel DevModel ValidationModel Execution

Application runtime at source of demand

Midrange

High-end

Entry-level

Most Space Efficient

Internal SSDs

AFF A220

New

AFF A800Extreme Performance

New

AFF A700 Modular design

Most Flexible

External SSDs

AFF A300

UCS Servers

with Nvidia GPU

UCS C480 ML M5

8x SXM2 V100

with NVLINK

UCS C240 M5

6x PCIe T4/ V100

UCS C220 M5

2x PCIe T4

New

UCS C480 M5

6x PCIe T4/ V100

AFF A700sCompact Design

Cisco UCSM NetApp ONTAP 9

Focus on full Data Life Cycle, Consistent Operational Model with UCSM and ONTAP 9

FlexPod for AI/ML/DL: Portfolio of Solutions


Collect

Clean

Correlate

Train

Collect Clean Correlate TrainData

Model

ResultCollect Clean Correlate Train Model

Collect Clean Correlate Train Model

Social

Video

Model

Many Verticals

Data Pipeline for One or Multiple Sources


Exisiting

FlexPod

Flexible: Expand AI/ML footprint as needed

Test & dev, ML Training

UCS C240 M5 with GPU

Deep Learning Training

UCS C480ML M5

UCS C220 M5 with GPUModel

Inferencing

Result

Data Source

Exisiting

FlexPod

…

…

Exisiting

FlexPod

UCS C220 M5 with GPUModel Result


UCS C480ML M5

AFF A800

UCS C480ML M5

…


…

AFF A220/A300

Exisiting

FlexPod

.

.

.

.

.

.

.

.

.

.

Cisco UCSM NetApp ONTAP 9

While maintaining operational consistency

Covered in current CVD

edge to core to cloud with ai/ml - cisco€¦ · edge core cloud ingest data prep. unified data...

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