Making Intelligence Actionable in an IoT World · Learning Deep Learning Artificial Intelligence...
27
Making Intelligence Actionable in an IoT World Delivering on the Promise of AI and Machine Learning
Transcript of Making Intelligence Actionable in an IoT World · Learning Deep Learning Artificial Intelligence...
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
-- --
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
