SlideShare ist ein Scribd-Unternehmen logo
1 von 40
Downloaden Sie, um offline zu lesen
Copyright (c) 2016 by STORM Insights Inc. All Rights reserved.
Sense and Sensors - From Perception to Personality
Adrian Bowles, PhD

Founder, STORM Insights, Inc.

info@storminsights.com
Copyright (c) 2016 by STORM Insights Inc. All Rights reserved.
Sensor…
A device that detects the presence of a signal
and reports/signals data about that signal/event
Sensors are Event-driven
May be Stationary or Mobile
Sensors
Algorithms
Data
Copyright (c) 2016 by STORM Insights Inc. All Rights reserved.
AlgorithmsSignal Sensors
Insights
Noise
Copyright (c) 2016 by STORM Insights Inc. All Rights reserved.
Copyright (c) 2016 by STORM Insights Inc. All Rights reserved.
Copyright (c) 2016 by STORM Insights Inc. All Rights reserved.
Copyright (c) 2016 by STORM Insights Inc. All Rights reserved.
Copyright (c) 2016 by STORM Insights Inc. All Rights reserved.
How We Imagine & Implement the User Interface Constrains HCI
Copyright (c) 2016 by STORM Insights Inc. All Rights reserved.
How We Imagine & Implement the User Interface Constrains HCI
Batch
Command Line
GUI
Gestures
Input Output
Human
Machine Batch
Streams
Copyright (c) 2016 by STORM Insights Inc. All Rights reserved.
CCTV SmartPhone
Traffic
Counter Fitbit
Data
Complexity
Stationary Mobile
Low
High
Weather
Station
Telematic
Device
Copyright (c) 2016 by STORM Insights Inc. All Rights reserved.
In the news…
Copyright (c) 2016 by STORM Insights Inc. All Rights reserved.
Copyright (c) 2016 by STORM Insights Inc. All Rights reserved.
Copyright (c) 2016 by STORM Insights Inc. All Rights reserved.
Copyright (c) 2016 by STORM Insights Inc. All Rights reserved.
Copyright (c) 2016 by STORM Insights Inc. All Rights reserved.
Copyright (c) 2016 by STORM Insights Inc. All Rights reserved.
Copyright (c) 2016 by STORM Insights Inc. All Rights reserved.
Copyright (c) 2016 by STORM Insights Inc. All Rights reserved.
Alex Coppel / Herald Sun/Getty Images
Fernando Alonso Walks Away from a 46G Impact
Copyright (c) 2016 by STORM Insights Inc. All Rights reserved.
Copyright (c) 2016 by STORM Insights Inc. All Rights reserved.
Sensors in Your Smartphone (iPhone example)
Type Typical Current Use Potential Use
Accelerometer/motion
Rotate screen, Switch screen to
landscape/portrait
Ambient Light Adjust screen brightness
Barometer Measure altitude
Geo-Location (wifi/cellular) Location/Alerts
3-Axis Gyroscope Rotation rate for games, VR…
Proximity
Turn off screen when phone is by
your head
Touch ID fingerprint Security
Copyright (c) 2016 by STORM Insights Inc. All Rights reserved.
Copyright (c) 2016 by STORM Insights Inc. All Rights reserved.
Copyright (c) 2016 by STORM Insights Inc. All Rights reserved.
Copyright (c) 2016 by STORM Insights Inc. All Rights reserved.
Copyright (c) 2016 by STORM Insights Inc. All Rights reserved.
Copyright (c) 2016 by STORM Insights Inc. All Rights reserved.
Copyright (c) 2016 by STORM Insights Inc. All Rights reserved.
So your phone/app knows your
Location
Acceleration
.
.
.
.
Motivation?
Motivation
reflection
inference
Natural Cognitive Processes
deduction
reasoning
Learning
Perception
Narrative Generation
Voice/NLP
Video/Images
Gestures
Emotions
Text/NLP
• Affectiva
• BeyondVerbal
• Emotient Apple!
• Nviso
• Gridspace
• IBM

• Maluuba
• Nuance
• PopupArchive
• Skymind
• Viv Labs
• Wit.ai
• ABBYY

• Altilia

• Cortical.io

• IBM

• Kaypok

• Luminoso 

• Maluuba

• Wit.ai
• APX Labs

• BRS Labs

• Clarifai

• Dextro

• Madbits (twitter)

• Mindops

• Skymind

• Teradeep

• Visenze
• Narrative Science

• OnlyBoth
• APX Labs
• EyeSight
• LeapMotion
• Nod
• Intel
Copyright (c) 2016 by STORM Insights Inc. All Rights reserved.
Analytics/Visualization
• 1010data

• Adatao

• Alpine Data Labs

• Alteryx 

• Altilia

• Angoss

• Attivio 

• Birst

• Civis Analytics

• ClearStoryData

• Connotate

• Context Relevant

• Dataiku

• Datameer

• Emerald Logic 

• Finch Computing 

(was Synthos)

• First Rain

• ForeSee

• Fractal Analytics 

• Guavus

• IBM

• indico

• KNIME

• KXEN (SAP)

• LiftIgniter
• MathWorks (Matlab)

• Microsoft

• Mu Sigma Nara Logics

• NuTonian

• Opera Solutions

• Oracle

• Palantir

• Pentaho 

• Prediction IO

• Predixion

• Qliktech 

• Quid 

• Rapid Miner

• Revolution Analytics(MSFT)

• Salford Systems

• SAP

• SAS Institute

• SiSense 

• Spark Beyond

• Spotfire (Tibco)

• StatSoft (Dell)

• Teradata

• Versium

• Wolfram Mathematica

• Yhat
Data Management
• Actian 

• Aerospike 

• Alation

• Basho

• Caspio 

• Cognizant Technology

• Couchbase

• CrowdFlower

• CumuLogic

• Data Bricks

• DataRPM 

• DataStax

• DataWeb, Inc.

• DDN 

• diffbot

• GigaSpaces

• GridGain

• Hortonworks

• IBM

• import io

• kimono

• MapR
• MarkLogic 

• MongoDB

• NeoTechnology

• Oracle

• Paxata

• RainStor

• SAP
Alt/Neuromorphic
Hardware
• Artificial Learning

• DWave

• HRL Laboratories

• IBM

• Nervana Systems

• Nvidia

• Qualcomm

• Teradeep
Copyright (c) 2016 by STORM Insights Inc. All Rights reserved.
Sentiment/Emotion Analysis
vs
Theme/Concept Analysis
Copyright (c) 2016 by STORM Insights Inc. All Rights reserved.Source: IBM Bluemix June 9, 2016
GestureRecognition/Analytics
Copyright (c) 2016 by STORM Insights Inc. All Rights reserved.
Copyright (c) 2016 by STORM Insights Inc. All Rights reserved.
EmotionRecognition/Analytics
Copyright (c) 2016 by STORM Insights Inc. All Rights reserved.
My Results
on the
Affectiva Demo
Affectiva: 7 Emotions

Anger
Sadness
Disgust
Joy
Surprise
Fear
Contempt
Copyright (c) 2016 by STORM Insights Inc. All Rights reserved.
Copyright (c) 2016 by STORM Insights Inc. All Rights reserved.
Sense and Sensors - Findings & Recommendations
Copyright (c) 2016 by STORM Insights Inc. All Rights reserved.
Sometimes the wisdom of crowds
leads to
Unintended Consequences
Findings & Recommendations
Copyright (c) 2016 by STORM Insights Inc. All Rights reserved.
According to MaxMind…
This farm is home to
600,000,000 IP Addresses
Watch Out for Unintended Consequences,
Especially With Big Data
Findings & Recommendations
Copyright (c) 2016 by STORM Insights Inc. All Rights reserved.
Where there are sensors,
there are data.
Where there are data, there
should be sensors.
Findings & Recommendations
More applications create more
value for data, more data create
more value for applications.
Evaluate all data sources for
new applications, always look
to expand your data portfolio.
For more information:
Copyright (c) 2016 by STORM Insights Inc. All Rights reserved.
adrian@storminsights.com
Twitter @ajbowles
Skype ajbowles
Upcoming Webinar Dates & Topics
July 13 Modern AI & the Future of Work
August 11 Advances in Natural Language Processing
September 8 Autonomous Systems, from Science Fiction to Commercial Solutions
October 13 Deep QA (Question/Answer) - Lessons From Watson and Jeopardy!
November 10 Emerging Hardware Choices for Modern AI Data Management
December 8 Leverage the IOT to Build a Smart Data Ecosystem

Weitere ähnliche Inhalte

Ähnlich wie Sense and Sensors - From Perception to Personality

La JVM y el Internet de las Cosas @ MálagaJUG 2016-11-17
La JVM y el Internet de las Cosas @ MálagaJUG 2016-11-17La JVM y el Internet de las Cosas @ MálagaJUG 2016-11-17
La JVM y el Internet de las Cosas @ MálagaJUG 2016-11-17Jorge Hidalgo
 
Streaming Analytics for IoT-Oriented Applications
Streaming Analytics for IoT-Oriented ApplicationsStreaming Analytics for IoT-Oriented Applications
Streaming Analytics for IoT-Oriented ApplicationsDATAVERSITY
 
Stand Out or Stand Back
Stand Out or Stand BackStand Out or Stand Back
Stand Out or Stand Backaccenture
 
Examining the emergent open source IoT ecosystem - IoT World Europe 2016
Examining the emergent open source IoT ecosystem - IoT World Europe 2016Examining the emergent open source IoT ecosystem - IoT World Europe 2016
Examining the emergent open source IoT ecosystem - IoT World Europe 2016Benjamin Cabé
 
Smart Data Webinar: A Roadmap for Deploying Modern AI in Business
Smart Data Webinar: A Roadmap for Deploying Modern AI in BusinessSmart Data Webinar: A Roadmap for Deploying Modern AI in Business
Smart Data Webinar: A Roadmap for Deploying Modern AI in BusinessDATAVERSITY
 
Fast Data:The Rebirth of Streaming Analytics
Fast Data:The Rebirth of Streaming AnalyticsFast Data:The Rebirth of Streaming Analytics
Fast Data:The Rebirth of Streaming AnalyticsTony Baer
 
AI now ron tolido, capgemini cwin18_toulouse
AI now ron tolido, capgemini cwin18_toulouseAI now ron tolido, capgemini cwin18_toulouse
AI now ron tolido, capgemini cwin18_toulouseCapgemini
 
DataRobot - 머신러닝 자동화 플랫폼
DataRobot - 머신러닝 자동화 플랫폼DataRobot - 머신러닝 자동화 플랫폼
DataRobot - 머신러닝 자동화 플랫폼Sutaek Kim
 
The Disappearing Data Scientist
The Disappearing Data ScientistThe Disappearing Data Scientist
The Disappearing Data ScientistDATAVERSITY
 
SAS Data Management for Analytics: potenzia le tue analisi e sostieni l’innov...
SAS Data Management for Analytics: potenzia le tue analisi e sostieni l’innov...SAS Data Management for Analytics: potenzia le tue analisi e sostieni l’innov...
SAS Data Management for Analytics: potenzia le tue analisi e sostieni l’innov...SAS Italy
 
Smart Data Webinar: Advances in Natural Language Processing
Smart Data Webinar: Advances in Natural Language ProcessingSmart Data Webinar: Advances in Natural Language Processing
Smart Data Webinar: Advances in Natural Language ProcessingDATAVERSITY
 
Eclipse IOT [IoT World Santa Clara]
Eclipse IOT  [IoT World Santa Clara]Eclipse IOT  [IoT World Santa Clara]
Eclipse IOT [IoT World Santa Clara]Ian Skerrett
 
3 Software Stacks for IoT Solutions
3 Software Stacks for IoT Solutions3 Software Stacks for IoT Solutions
3 Software Stacks for IoT SolutionsIan Skerrett
 
Grid Analytics Europe 2016: "Open for Business", April 2016
Grid Analytics Europe 2016: "Open for Business", April 2016Grid Analytics Europe 2016: "Open for Business", April 2016
Grid Analytics Europe 2016: "Open for Business", April 2016OMNETRIC
 
CWIN17 Rome / The sas platform for the new generation of ai and ml
CWIN17 Rome / The sas platform for the new generation of ai and mlCWIN17 Rome / The sas platform for the new generation of ai and ml
CWIN17 Rome / The sas platform for the new generation of ai and mlCapgemini
 
"Imaging + AI: Opportunities Inside the Car and Beyond," a Presentation from ...
"Imaging + AI: Opportunities Inside the Car and Beyond," a Presentation from ..."Imaging + AI: Opportunities Inside the Car and Beyond," a Presentation from ...
"Imaging + AI: Opportunities Inside the Car and Beyond," a Presentation from ...Edge AI and Vision Alliance
 
SAS an open ecosystem for Artifical Intelligence - Dean Zouari
SAS an open ecosystem for Artifical Intelligence - Dean ZouariSAS an open ecosystem for Artifical Intelligence - Dean Zouari
SAS an open ecosystem for Artifical Intelligence - Dean ZouariInstitute of Contemporary Sciences
 
The Next Big Thing in Technology: What innovations will have the biggest impa...
The Next Big Thing in Technology: What innovations will have the biggest impa...The Next Big Thing in Technology: What innovations will have the biggest impa...
The Next Big Thing in Technology: What innovations will have the biggest impa...Career Communications Group
 

Ähnlich wie Sense and Sensors - From Perception to Personality (20)

La JVM y el Internet de las Cosas @ MálagaJUG 2016-11-17
La JVM y el Internet de las Cosas @ MálagaJUG 2016-11-17La JVM y el Internet de las Cosas @ MálagaJUG 2016-11-17
La JVM y el Internet de las Cosas @ MálagaJUG 2016-11-17
 
Streaming Analytics for IoT-Oriented Applications
Streaming Analytics for IoT-Oriented ApplicationsStreaming Analytics for IoT-Oriented Applications
Streaming Analytics for IoT-Oriented Applications
 
Stand Out or Stand Back
Stand Out or Stand BackStand Out or Stand Back
Stand Out or Stand Back
 
Examining the emergent open source IoT ecosystem - IoT World Europe 2016
Examining the emergent open source IoT ecosystem - IoT World Europe 2016Examining the emergent open source IoT ecosystem - IoT World Europe 2016
Examining the emergent open source IoT ecosystem - IoT World Europe 2016
 
Smart Data Webinar: A Roadmap for Deploying Modern AI in Business
Smart Data Webinar: A Roadmap for Deploying Modern AI in BusinessSmart Data Webinar: A Roadmap for Deploying Modern AI in Business
Smart Data Webinar: A Roadmap for Deploying Modern AI in Business
 
Fast Data:The Rebirth of Streaming Analytics
Fast Data:The Rebirth of Streaming AnalyticsFast Data:The Rebirth of Streaming Analytics
Fast Data:The Rebirth of Streaming Analytics
 
AI now ron tolido, capgemini cwin18_toulouse
AI now ron tolido, capgemini cwin18_toulouseAI now ron tolido, capgemini cwin18_toulouse
AI now ron tolido, capgemini cwin18_toulouse
 
DataRobot - 머신러닝 자동화 플랫폼
DataRobot - 머신러닝 자동화 플랫폼DataRobot - 머신러닝 자동화 플랫폼
DataRobot - 머신러닝 자동화 플랫폼
 
The Disappearing Data Scientist
The Disappearing Data ScientistThe Disappearing Data Scientist
The Disappearing Data Scientist
 
SAS Data Management for Analytics: potenzia le tue analisi e sostieni l’innov...
SAS Data Management for Analytics: potenzia le tue analisi e sostieni l’innov...SAS Data Management for Analytics: potenzia le tue analisi e sostieni l’innov...
SAS Data Management for Analytics: potenzia le tue analisi e sostieni l’innov...
 
Progress next iot_pelegri
Progress next iot_pelegriProgress next iot_pelegri
Progress next iot_pelegri
 
Cyber Threat Detection and Interpretation
Cyber Threat Detection and InterpretationCyber Threat Detection and Interpretation
Cyber Threat Detection and Interpretation
 
Smart Data Webinar: Advances in Natural Language Processing
Smart Data Webinar: Advances in Natural Language ProcessingSmart Data Webinar: Advances in Natural Language Processing
Smart Data Webinar: Advances in Natural Language Processing
 
Eclipse IOT [IoT World Santa Clara]
Eclipse IOT  [IoT World Santa Clara]Eclipse IOT  [IoT World Santa Clara]
Eclipse IOT [IoT World Santa Clara]
 
3 Software Stacks for IoT Solutions
3 Software Stacks for IoT Solutions3 Software Stacks for IoT Solutions
3 Software Stacks for IoT Solutions
 
Grid Analytics Europe 2016: "Open for Business", April 2016
Grid Analytics Europe 2016: "Open for Business", April 2016Grid Analytics Europe 2016: "Open for Business", April 2016
Grid Analytics Europe 2016: "Open for Business", April 2016
 
CWIN17 Rome / The sas platform for the new generation of ai and ml
CWIN17 Rome / The sas platform for the new generation of ai and mlCWIN17 Rome / The sas platform for the new generation of ai and ml
CWIN17 Rome / The sas platform for the new generation of ai and ml
 
"Imaging + AI: Opportunities Inside the Car and Beyond," a Presentation from ...
"Imaging + AI: Opportunities Inside the Car and Beyond," a Presentation from ..."Imaging + AI: Opportunities Inside the Car and Beyond," a Presentation from ...
"Imaging + AI: Opportunities Inside the Car and Beyond," a Presentation from ...
 
SAS an open ecosystem for Artifical Intelligence - Dean Zouari
SAS an open ecosystem for Artifical Intelligence - Dean ZouariSAS an open ecosystem for Artifical Intelligence - Dean Zouari
SAS an open ecosystem for Artifical Intelligence - Dean Zouari
 
The Next Big Thing in Technology: What innovations will have the biggest impa...
The Next Big Thing in Technology: What innovations will have the biggest impa...The Next Big Thing in Technology: What innovations will have the biggest impa...
The Next Big Thing in Technology: What innovations will have the biggest impa...
 

Mehr von DATAVERSITY

Architecture, Products, and Total Cost of Ownership of the Leading Machine Le...
Architecture, Products, and Total Cost of Ownership of the Leading Machine Le...Architecture, Products, and Total Cost of Ownership of the Leading Machine Le...
Architecture, Products, and Total Cost of Ownership of the Leading Machine Le...DATAVERSITY
 
Data at the Speed of Business with Data Mastering and Governance
Data at the Speed of Business with Data Mastering and GovernanceData at the Speed of Business with Data Mastering and Governance
Data at the Speed of Business with Data Mastering and GovernanceDATAVERSITY
 
Exploring Levels of Data Literacy
Exploring Levels of Data LiteracyExploring Levels of Data Literacy
Exploring Levels of Data LiteracyDATAVERSITY
 
Building a Data Strategy – Practical Steps for Aligning with Business Goals
Building a Data Strategy – Practical Steps for Aligning with Business GoalsBuilding a Data Strategy – Practical Steps for Aligning with Business Goals
Building a Data Strategy – Practical Steps for Aligning with Business GoalsDATAVERSITY
 
Make Data Work for You
Make Data Work for YouMake Data Work for You
Make Data Work for YouDATAVERSITY
 
Data Catalogs Are the Answer – What is the Question?
Data Catalogs Are the Answer – What is the Question?Data Catalogs Are the Answer – What is the Question?
Data Catalogs Are the Answer – What is the Question?DATAVERSITY
 
Data Catalogs Are the Answer – What Is the Question?
Data Catalogs Are the Answer – What Is the Question?Data Catalogs Are the Answer – What Is the Question?
Data Catalogs Are the Answer – What Is the Question?DATAVERSITY
 
Data Modeling Fundamentals
Data Modeling FundamentalsData Modeling Fundamentals
Data Modeling FundamentalsDATAVERSITY
 
Showing ROI for Your Analytic Project
Showing ROI for Your Analytic ProjectShowing ROI for Your Analytic Project
Showing ROI for Your Analytic ProjectDATAVERSITY
 
How a Semantic Layer Makes Data Mesh Work at Scale
How a Semantic Layer Makes  Data Mesh Work at ScaleHow a Semantic Layer Makes  Data Mesh Work at Scale
How a Semantic Layer Makes Data Mesh Work at ScaleDATAVERSITY
 
Is Enterprise Data Literacy Possible?
Is Enterprise Data Literacy Possible?Is Enterprise Data Literacy Possible?
Is Enterprise Data Literacy Possible?DATAVERSITY
 
The Data Trifecta – Privacy, Security & Governance Race from Reactivity to Re...
The Data Trifecta – Privacy, Security & Governance Race from Reactivity to Re...The Data Trifecta – Privacy, Security & Governance Race from Reactivity to Re...
The Data Trifecta – Privacy, Security & Governance Race from Reactivity to Re...DATAVERSITY
 
Emerging Trends in Data Architecture – What’s the Next Big Thing?
Emerging Trends in Data Architecture – What’s the Next Big Thing?Emerging Trends in Data Architecture – What’s the Next Big Thing?
Emerging Trends in Data Architecture – What’s the Next Big Thing?DATAVERSITY
 
Data Governance Trends - A Look Backwards and Forwards
Data Governance Trends - A Look Backwards and ForwardsData Governance Trends - A Look Backwards and Forwards
Data Governance Trends - A Look Backwards and ForwardsDATAVERSITY
 
Data Governance Trends and Best Practices To Implement Today
Data Governance Trends and Best Practices To Implement TodayData Governance Trends and Best Practices To Implement Today
Data Governance Trends and Best Practices To Implement TodayDATAVERSITY
 
2023 Trends in Enterprise Analytics
2023 Trends in Enterprise Analytics2023 Trends in Enterprise Analytics
2023 Trends in Enterprise AnalyticsDATAVERSITY
 
Data Strategy Best Practices
Data Strategy Best PracticesData Strategy Best Practices
Data Strategy Best PracticesDATAVERSITY
 
Who Should Own Data Governance – IT or Business?
Who Should Own Data Governance – IT or Business?Who Should Own Data Governance – IT or Business?
Who Should Own Data Governance – IT or Business?DATAVERSITY
 
Data Management Best Practices
Data Management Best PracticesData Management Best Practices
Data Management Best PracticesDATAVERSITY
 
MLOps – Applying DevOps to Competitive Advantage
MLOps – Applying DevOps to Competitive AdvantageMLOps – Applying DevOps to Competitive Advantage
MLOps – Applying DevOps to Competitive AdvantageDATAVERSITY
 

Mehr von DATAVERSITY (20)

Architecture, Products, and Total Cost of Ownership of the Leading Machine Le...
Architecture, Products, and Total Cost of Ownership of the Leading Machine Le...Architecture, Products, and Total Cost of Ownership of the Leading Machine Le...
Architecture, Products, and Total Cost of Ownership of the Leading Machine Le...
 
Data at the Speed of Business with Data Mastering and Governance
Data at the Speed of Business with Data Mastering and GovernanceData at the Speed of Business with Data Mastering and Governance
Data at the Speed of Business with Data Mastering and Governance
 
Exploring Levels of Data Literacy
Exploring Levels of Data LiteracyExploring Levels of Data Literacy
Exploring Levels of Data Literacy
 
Building a Data Strategy – Practical Steps for Aligning with Business Goals
Building a Data Strategy – Practical Steps for Aligning with Business GoalsBuilding a Data Strategy – Practical Steps for Aligning with Business Goals
Building a Data Strategy – Practical Steps for Aligning with Business Goals
 
Make Data Work for You
Make Data Work for YouMake Data Work for You
Make Data Work for You
 
Data Catalogs Are the Answer – What is the Question?
Data Catalogs Are the Answer – What is the Question?Data Catalogs Are the Answer – What is the Question?
Data Catalogs Are the Answer – What is the Question?
 
Data Catalogs Are the Answer – What Is the Question?
Data Catalogs Are the Answer – What Is the Question?Data Catalogs Are the Answer – What Is the Question?
Data Catalogs Are the Answer – What Is the Question?
 
Data Modeling Fundamentals
Data Modeling FundamentalsData Modeling Fundamentals
Data Modeling Fundamentals
 
Showing ROI for Your Analytic Project
Showing ROI for Your Analytic ProjectShowing ROI for Your Analytic Project
Showing ROI for Your Analytic Project
 
How a Semantic Layer Makes Data Mesh Work at Scale
How a Semantic Layer Makes  Data Mesh Work at ScaleHow a Semantic Layer Makes  Data Mesh Work at Scale
How a Semantic Layer Makes Data Mesh Work at Scale
 
Is Enterprise Data Literacy Possible?
Is Enterprise Data Literacy Possible?Is Enterprise Data Literacy Possible?
Is Enterprise Data Literacy Possible?
 
The Data Trifecta – Privacy, Security & Governance Race from Reactivity to Re...
The Data Trifecta – Privacy, Security & Governance Race from Reactivity to Re...The Data Trifecta – Privacy, Security & Governance Race from Reactivity to Re...
The Data Trifecta – Privacy, Security & Governance Race from Reactivity to Re...
 
Emerging Trends in Data Architecture – What’s the Next Big Thing?
Emerging Trends in Data Architecture – What’s the Next Big Thing?Emerging Trends in Data Architecture – What’s the Next Big Thing?
Emerging Trends in Data Architecture – What’s the Next Big Thing?
 
Data Governance Trends - A Look Backwards and Forwards
Data Governance Trends - A Look Backwards and ForwardsData Governance Trends - A Look Backwards and Forwards
Data Governance Trends - A Look Backwards and Forwards
 
Data Governance Trends and Best Practices To Implement Today
Data Governance Trends and Best Practices To Implement TodayData Governance Trends and Best Practices To Implement Today
Data Governance Trends and Best Practices To Implement Today
 
2023 Trends in Enterprise Analytics
2023 Trends in Enterprise Analytics2023 Trends in Enterprise Analytics
2023 Trends in Enterprise Analytics
 
Data Strategy Best Practices
Data Strategy Best PracticesData Strategy Best Practices
Data Strategy Best Practices
 
Who Should Own Data Governance – IT or Business?
Who Should Own Data Governance – IT or Business?Who Should Own Data Governance – IT or Business?
Who Should Own Data Governance – IT or Business?
 
Data Management Best Practices
Data Management Best PracticesData Management Best Practices
Data Management Best Practices
 
MLOps – Applying DevOps to Competitive Advantage
MLOps – Applying DevOps to Competitive AdvantageMLOps – Applying DevOps to Competitive Advantage
MLOps – Applying DevOps to Competitive Advantage
 

Kürzlich hochgeladen

Time Series Foundation Models - current state and future directions
Time Series Foundation Models - current state and future directionsTime Series Foundation Models - current state and future directions
Time Series Foundation Models - current state and future directionsNathaniel Shimoni
 
New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024BookNet Canada
 
So einfach geht modernes Roaming fuer Notes und Nomad.pdf
So einfach geht modernes Roaming fuer Notes und Nomad.pdfSo einfach geht modernes Roaming fuer Notes und Nomad.pdf
So einfach geht modernes Roaming fuer Notes und Nomad.pdfpanagenda
 
Data governance with Unity Catalog Presentation
Data governance with Unity Catalog PresentationData governance with Unity Catalog Presentation
Data governance with Unity Catalog PresentationKnoldus Inc.
 
What is DBT - The Ultimate Data Build Tool.pdf
What is DBT - The Ultimate Data Build Tool.pdfWhat is DBT - The Ultimate Data Build Tool.pdf
What is DBT - The Ultimate Data Build Tool.pdfMounikaPolabathina
 
TrustArc Webinar - How to Build Consumer Trust Through Data Privacy
TrustArc Webinar - How to Build Consumer Trust Through Data PrivacyTrustArc Webinar - How to Build Consumer Trust Through Data Privacy
TrustArc Webinar - How to Build Consumer Trust Through Data PrivacyTrustArc
 
Potential of AI (Generative AI) in Business: Learnings and Insights
Potential of AI (Generative AI) in Business: Learnings and InsightsPotential of AI (Generative AI) in Business: Learnings and Insights
Potential of AI (Generative AI) in Business: Learnings and InsightsRavi Sanghani
 
Passkey Providers and Enabling Portability: FIDO Paris Seminar.pptx
Passkey Providers and Enabling Portability: FIDO Paris Seminar.pptxPasskey Providers and Enabling Portability: FIDO Paris Seminar.pptx
Passkey Providers and Enabling Portability: FIDO Paris Seminar.pptxLoriGlavin3
 
DevEX - reference for building teams, processes, and platforms
DevEX - reference for building teams, processes, and platformsDevEX - reference for building teams, processes, and platforms
DevEX - reference for building teams, processes, and platformsSergiu Bodiu
 
Unleashing Real-time Insights with ClickHouse_ Navigating the Landscape in 20...
Unleashing Real-time Insights with ClickHouse_ Navigating the Landscape in 20...Unleashing Real-time Insights with ClickHouse_ Navigating the Landscape in 20...
Unleashing Real-time Insights with ClickHouse_ Navigating the Landscape in 20...Alkin Tezuysal
 
A Journey Into the Emotions of Software Developers
A Journey Into the Emotions of Software DevelopersA Journey Into the Emotions of Software Developers
A Journey Into the Emotions of Software DevelopersNicole Novielli
 
Manual 508 Accessibility Compliance Audit
Manual 508 Accessibility Compliance AuditManual 508 Accessibility Compliance Audit
Manual 508 Accessibility Compliance AuditSkynet Technologies
 
Moving Beyond Passwords: FIDO Paris Seminar.pdf
Moving Beyond Passwords: FIDO Paris Seminar.pdfMoving Beyond Passwords: FIDO Paris Seminar.pdf
Moving Beyond Passwords: FIDO Paris Seminar.pdfLoriGlavin3
 
Transcript: New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024Transcript: New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024BookNet Canada
 
Sample pptx for embedding into website for demo
Sample pptx for embedding into website for demoSample pptx for embedding into website for demo
Sample pptx for embedding into website for demoHarshalMandlekar2
 
Why device, WIFI, and ISP insights are crucial to supporting remote Microsoft...
Why device, WIFI, and ISP insights are crucial to supporting remote Microsoft...Why device, WIFI, and ISP insights are crucial to supporting remote Microsoft...
Why device, WIFI, and ISP insights are crucial to supporting remote Microsoft...panagenda
 
Decarbonising Buildings: Making a net-zero built environment a reality
Decarbonising Buildings: Making a net-zero built environment a realityDecarbonising Buildings: Making a net-zero built environment a reality
Decarbonising Buildings: Making a net-zero built environment a realityIES VE
 
2024 April Patch Tuesday
2024 April Patch Tuesday2024 April Patch Tuesday
2024 April Patch TuesdayIvanti
 
Rise of the Machines: Known As Drones...
Rise of the Machines: Known As Drones...Rise of the Machines: Known As Drones...
Rise of the Machines: Known As Drones...Rick Flair
 
Enhancing User Experience - Exploring the Latest Features of Tallyman Axis Lo...
Enhancing User Experience - Exploring the Latest Features of Tallyman Axis Lo...Enhancing User Experience - Exploring the Latest Features of Tallyman Axis Lo...
Enhancing User Experience - Exploring the Latest Features of Tallyman Axis Lo...Scott Andery
 

Kürzlich hochgeladen (20)

Time Series Foundation Models - current state and future directions
Time Series Foundation Models - current state and future directionsTime Series Foundation Models - current state and future directions
Time Series Foundation Models - current state and future directions
 
New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
 
So einfach geht modernes Roaming fuer Notes und Nomad.pdf
So einfach geht modernes Roaming fuer Notes und Nomad.pdfSo einfach geht modernes Roaming fuer Notes und Nomad.pdf
So einfach geht modernes Roaming fuer Notes und Nomad.pdf
 
Data governance with Unity Catalog Presentation
Data governance with Unity Catalog PresentationData governance with Unity Catalog Presentation
Data governance with Unity Catalog Presentation
 
What is DBT - The Ultimate Data Build Tool.pdf
What is DBT - The Ultimate Data Build Tool.pdfWhat is DBT - The Ultimate Data Build Tool.pdf
What is DBT - The Ultimate Data Build Tool.pdf
 
TrustArc Webinar - How to Build Consumer Trust Through Data Privacy
TrustArc Webinar - How to Build Consumer Trust Through Data PrivacyTrustArc Webinar - How to Build Consumer Trust Through Data Privacy
TrustArc Webinar - How to Build Consumer Trust Through Data Privacy
 
Potential of AI (Generative AI) in Business: Learnings and Insights
Potential of AI (Generative AI) in Business: Learnings and InsightsPotential of AI (Generative AI) in Business: Learnings and Insights
Potential of AI (Generative AI) in Business: Learnings and Insights
 
Passkey Providers and Enabling Portability: FIDO Paris Seminar.pptx
Passkey Providers and Enabling Portability: FIDO Paris Seminar.pptxPasskey Providers and Enabling Portability: FIDO Paris Seminar.pptx
Passkey Providers and Enabling Portability: FIDO Paris Seminar.pptx
 
DevEX - reference for building teams, processes, and platforms
DevEX - reference for building teams, processes, and platformsDevEX - reference for building teams, processes, and platforms
DevEX - reference for building teams, processes, and platforms
 
Unleashing Real-time Insights with ClickHouse_ Navigating the Landscape in 20...
Unleashing Real-time Insights with ClickHouse_ Navigating the Landscape in 20...Unleashing Real-time Insights with ClickHouse_ Navigating the Landscape in 20...
Unleashing Real-time Insights with ClickHouse_ Navigating the Landscape in 20...
 
A Journey Into the Emotions of Software Developers
A Journey Into the Emotions of Software DevelopersA Journey Into the Emotions of Software Developers
A Journey Into the Emotions of Software Developers
 
Manual 508 Accessibility Compliance Audit
Manual 508 Accessibility Compliance AuditManual 508 Accessibility Compliance Audit
Manual 508 Accessibility Compliance Audit
 
Moving Beyond Passwords: FIDO Paris Seminar.pdf
Moving Beyond Passwords: FIDO Paris Seminar.pdfMoving Beyond Passwords: FIDO Paris Seminar.pdf
Moving Beyond Passwords: FIDO Paris Seminar.pdf
 
Transcript: New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024Transcript: New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: Loan Stars - Tech Forum 2024
 
Sample pptx for embedding into website for demo
Sample pptx for embedding into website for demoSample pptx for embedding into website for demo
Sample pptx for embedding into website for demo
 
Why device, WIFI, and ISP insights are crucial to supporting remote Microsoft...
Why device, WIFI, and ISP insights are crucial to supporting remote Microsoft...Why device, WIFI, and ISP insights are crucial to supporting remote Microsoft...
Why device, WIFI, and ISP insights are crucial to supporting remote Microsoft...
 
Decarbonising Buildings: Making a net-zero built environment a reality
Decarbonising Buildings: Making a net-zero built environment a realityDecarbonising Buildings: Making a net-zero built environment a reality
Decarbonising Buildings: Making a net-zero built environment a reality
 
2024 April Patch Tuesday
2024 April Patch Tuesday2024 April Patch Tuesday
2024 April Patch Tuesday
 
Rise of the Machines: Known As Drones...
Rise of the Machines: Known As Drones...Rise of the Machines: Known As Drones...
Rise of the Machines: Known As Drones...
 
Enhancing User Experience - Exploring the Latest Features of Tallyman Axis Lo...
Enhancing User Experience - Exploring the Latest Features of Tallyman Axis Lo...Enhancing User Experience - Exploring the Latest Features of Tallyman Axis Lo...
Enhancing User Experience - Exploring the Latest Features of Tallyman Axis Lo...
 

Sense and Sensors - From Perception to Personality

  • 1. Copyright (c) 2016 by STORM Insights Inc. All Rights reserved. Sense and Sensors - From Perception to Personality Adrian Bowles, PhD Founder, STORM Insights, Inc. info@storminsights.com
  • 2. Copyright (c) 2016 by STORM Insights Inc. All Rights reserved. Sensor… A device that detects the presence of a signal and reports/signals data about that signal/event Sensors are Event-driven May be Stationary or Mobile
  • 3. Sensors Algorithms Data Copyright (c) 2016 by STORM Insights Inc. All Rights reserved. AlgorithmsSignal Sensors Insights Noise
  • 4. Copyright (c) 2016 by STORM Insights Inc. All Rights reserved.
  • 5. Copyright (c) 2016 by STORM Insights Inc. All Rights reserved.
  • 6. Copyright (c) 2016 by STORM Insights Inc. All Rights reserved.
  • 7. Copyright (c) 2016 by STORM Insights Inc. All Rights reserved.
  • 8. Copyright (c) 2016 by STORM Insights Inc. All Rights reserved. How We Imagine & Implement the User Interface Constrains HCI
  • 9. Copyright (c) 2016 by STORM Insights Inc. All Rights reserved. How We Imagine & Implement the User Interface Constrains HCI Batch Command Line GUI Gestures Input Output Human Machine Batch Streams
  • 10. Copyright (c) 2016 by STORM Insights Inc. All Rights reserved. CCTV SmartPhone Traffic Counter Fitbit Data Complexity Stationary Mobile Low High Weather Station Telematic Device
  • 11. Copyright (c) 2016 by STORM Insights Inc. All Rights reserved. In the news…
  • 12. Copyright (c) 2016 by STORM Insights Inc. All Rights reserved.
  • 13. Copyright (c) 2016 by STORM Insights Inc. All Rights reserved.
  • 14. Copyright (c) 2016 by STORM Insights Inc. All Rights reserved.
  • 15. Copyright (c) 2016 by STORM Insights Inc. All Rights reserved.
  • 16. Copyright (c) 2016 by STORM Insights Inc. All Rights reserved.
  • 17. Copyright (c) 2016 by STORM Insights Inc. All Rights reserved.
  • 18. Copyright (c) 2016 by STORM Insights Inc. All Rights reserved.
  • 19. Copyright (c) 2016 by STORM Insights Inc. All Rights reserved. Alex Coppel / Herald Sun/Getty Images Fernando Alonso Walks Away from a 46G Impact
  • 20. Copyright (c) 2016 by STORM Insights Inc. All Rights reserved.
  • 21. Copyright (c) 2016 by STORM Insights Inc. All Rights reserved. Sensors in Your Smartphone (iPhone example) Type Typical Current Use Potential Use Accelerometer/motion Rotate screen, Switch screen to landscape/portrait Ambient Light Adjust screen brightness Barometer Measure altitude Geo-Location (wifi/cellular) Location/Alerts 3-Axis Gyroscope Rotation rate for games, VR… Proximity Turn off screen when phone is by your head Touch ID fingerprint Security
  • 22. Copyright (c) 2016 by STORM Insights Inc. All Rights reserved.
  • 23. Copyright (c) 2016 by STORM Insights Inc. All Rights reserved.
  • 24. Copyright (c) 2016 by STORM Insights Inc. All Rights reserved.
  • 25. Copyright (c) 2016 by STORM Insights Inc. All Rights reserved.
  • 26. Copyright (c) 2016 by STORM Insights Inc. All Rights reserved.
  • 27. Copyright (c) 2016 by STORM Insights Inc. All Rights reserved.
  • 28. Copyright (c) 2016 by STORM Insights Inc. All Rights reserved. So your phone/app knows your Location Acceleration . . . . Motivation? Motivation reflection inference Natural Cognitive Processes deduction reasoning Learning Perception
  • 29. Narrative Generation Voice/NLP Video/Images Gestures Emotions Text/NLP • Affectiva • BeyondVerbal • Emotient Apple! • Nviso • Gridspace • IBM • Maluuba • Nuance • PopupArchive • Skymind • Viv Labs • Wit.ai • ABBYY • Altilia • Cortical.io • IBM • Kaypok • Luminoso • Maluuba • Wit.ai • APX Labs • BRS Labs • Clarifai • Dextro • Madbits (twitter) • Mindops • Skymind • Teradeep • Visenze • Narrative Science • OnlyBoth • APX Labs • EyeSight • LeapMotion • Nod • Intel Copyright (c) 2016 by STORM Insights Inc. All Rights reserved. Analytics/Visualization • 1010data • Adatao • Alpine Data Labs • Alteryx • Altilia • Angoss • Attivio • Birst • Civis Analytics • ClearStoryData • Connotate • Context Relevant • Dataiku • Datameer • Emerald Logic • Finch Computing 
 (was Synthos) • First Rain • ForeSee • Fractal Analytics • Guavus • IBM • indico • KNIME • KXEN (SAP) • LiftIgniter • MathWorks (Matlab) • Microsoft • Mu Sigma Nara Logics • NuTonian • Opera Solutions • Oracle • Palantir • Pentaho • Prediction IO • Predixion • Qliktech • Quid • Rapid Miner • Revolution Analytics(MSFT) • Salford Systems • SAP • SAS Institute • SiSense • Spark Beyond • Spotfire (Tibco) • StatSoft (Dell) • Teradata • Versium • Wolfram Mathematica • Yhat Data Management • Actian • Aerospike • Alation • Basho • Caspio • Cognizant Technology • Couchbase • CrowdFlower • CumuLogic • Data Bricks • DataRPM • DataStax • DataWeb, Inc. • DDN • diffbot • GigaSpaces • GridGain • Hortonworks • IBM • import io • kimono • MapR • MarkLogic • MongoDB • NeoTechnology • Oracle • Paxata • RainStor • SAP Alt/Neuromorphic Hardware • Artificial Learning • DWave • HRL Laboratories • IBM • Nervana Systems • Nvidia • Qualcomm • Teradeep
  • 30. Copyright (c) 2016 by STORM Insights Inc. All Rights reserved. Sentiment/Emotion Analysis vs Theme/Concept Analysis
  • 31. Copyright (c) 2016 by STORM Insights Inc. All Rights reserved.Source: IBM Bluemix June 9, 2016
  • 32. GestureRecognition/Analytics Copyright (c) 2016 by STORM Insights Inc. All Rights reserved.
  • 33. Copyright (c) 2016 by STORM Insights Inc. All Rights reserved. EmotionRecognition/Analytics
  • 34. Copyright (c) 2016 by STORM Insights Inc. All Rights reserved. My Results on the Affectiva Demo Affectiva: 7 Emotions Anger Sadness Disgust Joy Surprise Fear Contempt
  • 35. Copyright (c) 2016 by STORM Insights Inc. All Rights reserved.
  • 36. Copyright (c) 2016 by STORM Insights Inc. All Rights reserved. Sense and Sensors - Findings & Recommendations
  • 37. Copyright (c) 2016 by STORM Insights Inc. All Rights reserved. Sometimes the wisdom of crowds leads to Unintended Consequences Findings & Recommendations
  • 38. Copyright (c) 2016 by STORM Insights Inc. All Rights reserved. According to MaxMind… This farm is home to 600,000,000 IP Addresses Watch Out for Unintended Consequences, Especially With Big Data Findings & Recommendations
  • 39. Copyright (c) 2016 by STORM Insights Inc. All Rights reserved. Where there are sensors, there are data. Where there are data, there should be sensors. Findings & Recommendations More applications create more value for data, more data create more value for applications. Evaluate all data sources for new applications, always look to expand your data portfolio.
  • 40. For more information: Copyright (c) 2016 by STORM Insights Inc. All Rights reserved. adrian@storminsights.com Twitter @ajbowles Skype ajbowles Upcoming Webinar Dates & Topics July 13 Modern AI & the Future of Work August 11 Advances in Natural Language Processing September 8 Autonomous Systems, from Science Fiction to Commercial Solutions October 13 Deep QA (Question/Answer) - Lessons From Watson and Jeopardy! November 10 Emerging Hardware Choices for Modern AI Data Management December 8 Leverage the IOT to Build a Smart Data Ecosystem