Making Intelligence Actionable in an IoT World

Delivering on the Promise of AI and Machine Learning

“…in an arms race for artificial intelligence”

- Dr. Anthony Vinci, NGA

Cloud ML

New Products

Azure MLCognitive ServicesAzure Bot Service

Watson ML ServiceDSXCognitive Computing

Amazon ML Cloud AICloud ML (TF)

LeonardoSAP Analytics Cloud

ML Server SPSSML for z/OS

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LeonardoSAP Predictive Analytics

Office 365PowerPointOutlook..

Predictive MaintenanceTargeted Marketing..

Demand Forecasting,Recommendations, Search, Merchandising Placement, Fraud..

Search, Ads, Gmail, Translation, YouTube, Maps..

Fraud Mgmt, SAPHIRE, S/4HANA, Fieldglass, Total Workforce Insight

Cortana Assistant -- Alexa, Prime Air Delivery Drones, Grocery Stores

Google Assistant --

On-premise ML

Enhanced Products

MICROSOFT IBM AMAZON GOOGLE SAP

I oT

Everything is IntegratedFrom Sensors, Devices and Field Reporting

Open Source IntelligenceNational Systems

Machine Learning

Deep Learning

Artificial Intelligence

1950’s

1960’s

1970’s

1980’s

1990’s

2000’s

2010’s

Machine Learning

Deep Learning

Artificial Intelligence

Applications of Machine Learning

eCommerce Spam Filtering

Fraud Detection Transportation Management Facial Recognition

Cyber Intrusion Detection

Why Now?

3. Better Algorithms1. More Data 2. More Compute

ML ValuePrediction

Automation Anomaly Detection Root-cause Identification

GIS users have been doing machine learning

GIS

Classification

Clustering

Prediction

Integration of Machine Learning and Deep Learning with GIS

GIS

Amazing Rate of Improvement

Image Recognition

IMAGENETPedestrian Detection

CALTECHObject Detection

KITTI

Convolutional Neural Networks (CNNs)

Deep Learning

Real-Time

Land Cover Classification

Microsoft Cognitive Toolkit

Use Artificial Intelligence to find system faults

Predictive Maintenance

IBM Watson

Real-Time Object Recognition from Video

TensorFlow

GIS and Natural Language Processing Integration

“This is not either

human analysis or artificial intelligence, it's got to be

some combination of the two.”

Adm. Mike Rogers, Director, National Security Agency & Commander of U.S. Cyber Command

An Analytics PlatformLeveraging Geography for Improved Understanding

Distributed Analytics

VectorRasterReal-Time

Analyst Tools

ModelingData Conditioning and

Management

Visualization andExploration

Vector

UnstructuredText

Imagery

Data Lakes

FoundationData

Point Clouds

Sensor Feeds

Data ConditioningExtract, Transform, Enrich, Georeference, Validate

Making Data Ready for AnalysisAnd Use in Apps

Visualization and Exploration

Exploratory Data Analysis

Visualization

Modeling and Spatial AnalyticsDevelop and Capture new tradecraft

Python

Data ScienceSpatio-TemporalModeling

Analytic Services

An Analytics PlatformLeveraging Geography for Improved Understanding

Distributed Analytics

VectorRasterReal-Time

Analyst Tools

ModelingData Conditioning and

Management

Visualization andExploration

Impacts on Entire Organization

Implementing Analytic Platform

Plan for

Evolving Structure

Collaborate with

Industry

Prepare Infrastructure

Enhance Analyst

Tradecraft

Focus on

Verification and

Validation

Making Intelligence Actionable in an IoT World

Delivering on the Promise of AI and Machine Learning