welcome to the cognitive era - memberclicks miller.pdfcognitive / machine learning visualization /...

Preparing the Next Generation for the Cognitive Era

Steven Miller

February 21st 2016

Where code goes,

where data flows,

cognition will

follow.

1 Information of Everything

2 Internet of Things Platforms

3 Advanced Machine Learning

4 Autonomous Agents & Things

5 The Device Mesh

6 Ambient User Experience

7 Advanced System Architecture

8 Mesh App & Service Architecture

9 Adaptive Security Architecture

10 3D Printing Materials

Gartner’s Top 10 Trends Shaping the future – 2016

http://www.businesswire.com/news/home/20151006006831/en/Gartner-Identifies-Top-10-Strategic-Technology-Trends

R. “Ray” Wang

http://blogs.hbr.org/2012/12/what-a-big-data-business-model

Data is transforming industries and professions

New data & analytics professions are emerging

Data Scientist

Data Engineer

Data Policy Professional

Chief Data Officer

Internet of ThingsWe can sense & measure anything

Did I shut my oven off?

Lock my front door?

Check on my elderly relative

Find my lost keys

Identify equipment about to fail

Track Assets

Monitor Pollution Levels

We’re just getting started

Tremendous growth of sensors generating data

McKinsey - The Internet of Things: Sizing up the opportunity

‘Customer Curated Data’ Platforms

Illustration by Lisa Larson-Walker/Slate

Extracting value from ‘Data Exhaust’

Ever been taken for ‘a ride’ in a taxi?

I challenged the first night’s fare

Uber refunded the difference

Monday Night Tuesday Night

open data

Data that can be freely used, re-used and redistributed by anyone -subject only, at most, to the requirement to attribute and share alike.

http://bit.ly/trimetandgoogle

General Transit Feed Specification Referencehttps://developers.google.com/transit/gtfs/reference

Making Public Information,Public Knowledge

http://www.hackoregon.org/

Recent & Ongoing Hack Oregon ProjectsData for Civic Good

Teams comprised of journalists, developers, designers, subject matter experts & students.

Aftershock

Crop Compass (Agriculture)

PlotPDX (Explore Change)

Raise Effect (Living Wage)

FortyForty100 (Education)http://bit.ly/after-shock

Pioneer Courthouse

http://data.london.gov.uk/

Smart city

A smart city gathers data from smart devices and sensors embedded in its roadways, power grids, buildings, waterways, anything that can be sensed. To deliver improved health, more efficient infrastructure systems, cleaner environments, and safer and more inclusive societies.

Common challenges facing civic leaders

Thriving vital economy

Productivity

Livability

Inclusive society

Living wages for families

Putting Sensors to work in your city

Smarter Cities Operations Centers – putting Data to Work

When you think about what a doctor does every day:

they gather evidence about a patient

they form a set of hypotheses (possible diagnoses)

they make a diagnosis and recommend a treatment

Can we improve their degree of confidence in the diagnosis and chosen treatment with Cognitive?

Provides evidence-based suggestions to

support oncologists’ decisions by:

Combining patient data with massivevolumes of medical literature, including journal articles, physicians’ notes, and NCCN guidelines and best practices

Ongoing learning from new oncology

techniques, treatments, and evidence

IBM Watson for Oncology

AUSTIN, Texas Students from The University of Texas at Austin won $100,000 in seed funding for developing an idea for a smart phone app that would use artificial intelligence to help Texas residents get information about health care, food assistance and other social services in partnership with the United Way for Greater Austin's 2-1-1 Navigation Center.

What toy should I buy a 3 year old for X-mas?

Watson intelligently analyzed millions of conversations across social networks, blogs, forums, comments, ratings, and reviews and suggested LeapPad.

Happy Grandson

Thanks Watson !

Growing Demand for Data Policy Skills

Data is a core business asset!

• Curate

• Consistency

• Quality

• Protect

• Availability

• Comply

• Lifecycle

Data literacy

Understanding how to use & program computers is not enough in a

data driven world. Every profession. Every career is impacted by

data, by analytics, by cognitive. Everyone must become data

literate.

In the Cognitive Era everyone must be data literate

Define problems

Wrangle Data

Self-Manage Data

Choose Methods and Tools

Analyze Data

Communicate findings

Engage in Lifelong Learning

What data could solve this problem? What existing busines data is relevant?

What can I attach a sensor to?

Is there available government open data?

Can data be acquired from other sources?

Analyze

What models & methods can I apply to solve this problem? Descriptive

Predictive

Prescriptive

Cognitive / Machine Learning

Visualization / Story telling

Operations

How to apply to our business?• Create / amend business processes?

• Create new businesses? Close existing ones?

• Enter new markets? …

Design Thinking CommunicationT-shaped Skills

The T-Shaped Professional

Design Literate too

Design thinking enables teams to innovate at speed.

Citizen Analyst

Data Scientists

Data-Science Enabled Professional

Data Engineers

Chief Data Officers

Data Policy Roles

Emerging & evolving professions and job roles

The Citizen Analyst

The data driven economy places data in the hands of

every professional.

What is a data scientist?

Data Science skills

demand on fire!!!

Data Scientist is a diverse field

Human Data Scientist

Primary focus is advising the business

Make sense of any dataset(s)

Apply any form of analytics from descriptive to cognitive

Visualization experts

Data Storytellers

Machine Data Scientist

Primary focus is writing advanced algorithmsfor:

Advanced Robotics

Self driving cars

Recommendation engines

Virtual Assistants

IBM Watson

The Data Engineer

https://www.linkedin.com/job/data-engineer-jobs

65,022 Data Engineer jobsFebruary 14th

The Data Engineer builds the -

modern data systems needed by

data scientists & developers.

- Complex

- Scale, often extreme scale

- Near-real time performance

- Diverse data sources & types

- Secure

The Chief Data Officer

Chief Data Officers understand

how to use data to create

strategic opportunities;

responsible for organizational

data strategy & governance

http://bit.ly/dataskillsgap

@brandsteve

welcome to the cognitive era - memberclicks miller.pdfcognitive / machine learning visualization /...

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