Monday was another great conference by MinneAnalytics! #MinneFRAMA was a great success with over 1,100 attendees at Science Museum of Minnesota. Alison Rempel Brown is a great host! A Teradata colleague told me that her post about my presentation "blew up" with hits and she got over 2K views, and 60+ likes. I'm proud to be a part of this great #datascience organization brining #machinelearning and #artificialintelligence #analytics to our #bigdata clients. If you want my slides, here they are.
Minne analytics presentation 2018 12 03 final compressed
1. 1
The Road Ahead
Artificial Intelligence, Machine Learning, Data
Analytics, and Visualization
Bonnie K. Holub, Ph.D., Principal Data Scientist
Midwest Geo Data Science Lead
December 3, 2018
2. 2
Introductions: Bonnie Holub, PhD
Created over $1B value for
companies
PhD Artificial Intelligence
Career: correlating disparate sets of
Big Data for actionable results
Entrepreneur: Baby-Time.com, KPMI,
Advenitum Labs, ArcLight Inc.
Researcher & Academic:
University of Minnesota,
University of St. Thomas Graduate
Programs in Software,
Carnegie Mellon University
Business Professional:
Teradata, Cognizant,
Honeywell, PwC, Korn Ferry,
Ucare, Object Partners
4. 4
Abstract
“Big data is like teenage sex: everyone talks about it, nobody really knows how to do it,
everyone thinks everyone else is doing it, so everyone claims they are doing it...”
Professor Dan Aierly (Duke University)
This talk will discuss working examples of how some of the 12 million worldwide
Teradata users are contributing to $10 trillion dollars worth of revenue through 11 trillion
annual queries utilizing just under one zettabyte of data. She will cover hyper-
segmentation of large data sets, fraud detection, preventive maintenance and
techniques working systems employ to dig deep, aim high and manage operations at
scale.
14. 14
Exponential Growth
Source: O’Keefe, Brian, “The Smartest (or the Nuttiest) Futurist on Earth,”
Fortune, 2007/05/14, http://fortune.com/2007/05/14/ray-kurzweil-
innovation-artificial-intelligence/.
15. 15
Exponential Growth Detailed
• Today’s smartphone has the same
computing power as the whole US
government in 1983.
• 3D printing is the only technology where a
more complex object doesn’t cost more to
make.
• 6 US states now have licensed
autonomous vehicles (cars that drive
themselves).
• The average lifespan of an S&P 500
company has gone from 67 years in the
1920’s to 12 years today.
• Changes to autonomous cars means that
a current 3 year old will not get a drivers
license (as cars will drive themselves in 14
years) and it will prevent 30,000 road
deaths in the US
Source: https://www.evolutionpartners.com.au/exponential-growth-vs-linear-thinking-in-management-teams.html,
downloaded 2018/02/09
16. 16
Oxford Study - The Future of Employment: how
susceptible are jobs to computerization?
Source: Frey, Carl Benedikt, Osborne, Michael A. “The Future of Employment: how susceptible
are jobs to computerization?”, Oxford Martin School, 9/17/2013.
FIGURE III. The distribution of BLS 2010
occupational employment over the probability of
computerisation, along with the share in low,
medium and high probability categories. Note
that the total area under all curves is equal to
total US employment.
21. 21
Practical Steps to Take Themes:
• Hiring/Onboarding/
Retaining Talent
• Business Intimacy
• Balance
• Outsourcing
• Attitudes
• Leadership
• Problem Choice
• Open source
Alexander Linden, Carlie Idoine, Peter Krensky, Neil Chandler , “15 Inisghts for
Managing Data Science Teams,” Gartner, 2018/10/19.
25. 25
Tools the Market is Choosing
“ KDnuggets Analytics/Data Science 2016 Software Poll: top 10 most popular
tools in 2016 ,” https://www.kdnuggets.com/2016/06/r-python-top-analytics-
data-mining-data-science-software.html, downloaded 2018/11/13.
27. 27
Data Science SQUADs
Monthly Subscription
An agile cross-functional team that
executes to achieve a customer business
outcome. Right person for the job as
project and customer needs shift.
AI & ML Solutions
Outcome Focused
Detailed scoped Data Science, Artificial
Intelligence or Machine Learning
projects focused on delivering value tied
to outcome.
Accelerators
Library of IP
We draw upon our ever increasing
portfolio of accelerators, algorithms, code
and frameworks to accelerate delivery.
Data Science
Data Foundation
BI & Cognitive Design
Analytics Software Dev
Architecture
Our World-Class
Technologists
Cross-Functional
Squads
To Accelerate
Delivery
SQUADs