Making Intelligence Actionable in an IoT World · Learning Deep Learning Artificial Intelligence...
Transcript of Making Intelligence Actionable in an IoT World · Learning Deep Learning Artificial Intelligence...
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Making Intelligence Actionable in an IoT World
Delivering on the Promise of AI and Machine Learning
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“…in an arms race for artificial intelligence”
- Dr. Anthony Vinci, NGA
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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
-- --
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
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I oT
Everything is IntegratedFrom Sensors, Devices and Field Reporting
Open Source IntelligenceNational Systems
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Machine Learning
Deep Learning
Artificial Intelligence
1950’s
1960’s
1970’s
1980’s
1990’s
2000’s
2010’s
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Machine Learning
Deep Learning
Artificial Intelligence
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Applications of Machine Learning
eCommerce Spam Filtering
Fraud Detection Transportation Management Facial Recognition
Cyber Intrusion Detection
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Why Now?
3. Better Algorithms1. More Data 2. More Compute
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ML ValuePrediction
Automation Anomaly Detection Root-cause Identification
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GIS users have been doing machine learning
GIS
Classification
Clustering
Prediction
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Integration of Machine Learning and Deep Learning with GIS
GIS
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Amazing Rate of Improvement
Image Recognition
IMAGENETPedestrian Detection
CALTECHObject Detection
KITTI
Convolutional Neural Networks (CNNs)
Deep Learning
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Real-Time
Land Cover Classification
Microsoft Cognitive Toolkit
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Use Artificial Intelligence to find system faults
Predictive Maintenance
IBM Watson
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Real-Time Object Recognition from Video
TensorFlow
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GIS and Natural Language Processing Integration
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“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
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An Analytics PlatformLeveraging Geography for Improved Understanding
Distributed Analytics
VectorRasterReal-Time
Analyst Tools
ModelingData Conditioning and
Management
Visualization andExploration
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Vector
UnstructuredText
Imagery
Data Lakes
FoundationData
Point Clouds
Sensor Feeds
Data ConditioningExtract, Transform, Enrich, Georeference, Validate
Making Data Ready for AnalysisAnd Use in Apps
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Visualization and Exploration
Exploratory Data Analysis
Visualization
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Modeling and Spatial AnalyticsDevelop and Capture new tradecraft
Python
Data ScienceSpatio-TemporalModeling
Analytic Services
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An Analytics PlatformLeveraging Geography for Improved Understanding
Distributed Analytics
VectorRasterReal-Time
Analyst Tools
ModelingData Conditioning and
Management
Visualization andExploration
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Impacts on Entire Organization
Implementing Analytic Platform
Plan for
Evolving Structure
Collaborate with
Industry
Prepare Infrastructure
Enhance Analyst
Tradecraft
Focus on
Verification and
Validation
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Making Intelligence Actionable in an IoT World
Delivering on the Promise of AI and Machine Learning