IBM Systems magazine, Power Systems - June 2020 - 4

IBM PERSPECTIVE
KERI OLSON
Director, HPC and Analytics Offerings, IBM

Modeling Medical
Advancements With AI

I

n 2006, I was diagnosed with
melanoma, the most aggressive
and deadly form of skin cancer.
While this was a stressful and frightening time, I was fortunate that it
was found early. Through diagnostic
testing, it was determined the cancer was locally contained to a spot
on my left shoulder and had only
progressed to Stage II. The spot was
removed with clean margins, and I
am happy to report that I have been
cancer free for nearly 15 years.
Melanoma was responsible for
7,230 deaths in the United States
in 2019 (bit.ly/35ExGLe). With fair
skin and blue eyes, I was at higher risk of developing skin cancer,
but I also had a greater chance of
detecting and treating it at early
stages. African-Americans have
a significantly lower risk of melanoma than Caucasians, but the
mortality rate for AfricanAmericans in the United States is
higher, primarily due to misdiagnosis. Studies also show lower survival rates for melanoma among
other ethnic groups, including
Hispanics, Asians and Pacific
Islanders (bit.ly/3fqf6Lc).
Melanoma is unique in that it
typically arises as a visible mark on
the skin's surface, unlike many other cancers that develop hidden from
patients' view. This suggests that
computer vision, which has demonstrated human equivalency in visual

4 | JUNE 2020 IBMSYSTEMSMAG.COM

recognition tasks, would be well
suited to aid in its early detection.

tologists has been surpassed by machine learning fusion algorithms.

Real Data for AI Models

AI for Good

The biggest roadblock to date for AI
vision-based skin cancer diagnosis
has been the lack of large, well-designed, public data sets of skin
images with requisite metadata to
train systems for detection. The
greater the number of images used
to train visual detection models, the
greater the accuracy of the model.
The International Skin Imaging
Collaboration (ISIC) is addressing
this need though the creation of a
large, open-source archive of high
quality, annotated skin images
(isic-archive.com). At present, the
ISIC Archive contains over 13,000
images, including more than 1,000
images of melanomas, with a longterm goal of housing millions of
images for many uses including the
development of computer vision algorithms for skin cancer detection.
Using the ISIC data set, IBM
Research teamed with Memorial
Sloan Kettering Cancer Center,
Emory University and Kitware Inc.
in 2016 to launch the first international melanoma image detection
challenge. This challenge was designed to help participants develop
image analysis tools to enable the
automated diagnosis of melanoma.
In this and subsequent challenges,
the average performance of derma-

IBM's legacy of providing
ground-breaking technology for the
betterment of humankind continues
in other ways as well. For example,
IBM is aiding scientists to fight
against the COVID-19 pandemic. Researchers at the Department of Energy's Oak Ridge National Laboratory used the Summit supercomputer,
powered by POWER9™ servers, to
simulate 8,000 compounds in a matter of days. The outcome is a model
that could impact the COVID-19
infection process by binding to the
virus's spike. They have identified
77 small-molecule compounds that
have shown the potential to impair
COVID-19's ability to dock with and
infect host cells (ibm.co/3dqOHLx).
IBM researchers took that data
and found that using IBM's Bayesian optimizer, which invokes stateof-the-art AI optimization algorithms, they could identify the most
promising drugs after screening
only 500, instead of hundreds of
thousands (cnb.cx/35J9xmz). This
kind of acceleration will translate
to saving lives because treatments
can be identified sooner.
I am truly grateful to IBM, our clients
and our partners for their contribution to scientific discovery to improve
health outcomes worldwide.


http://www.bit.ly/35ExGLe http://www.isic-archive.com http://ibm.co/3dqOHLx http://www.bit.ly/3fqf6Lc http://cnb.cx/35J9xmz http://www.IBMSYSTEMSMAG.COM

IBM Systems magazine, Power Systems - June 2020

Table of Contents for the Digital Edition of IBM Systems magazine, Power Systems - June 2020

Table of Contents
From the Editor: Deeper insights, deeper innovation
IBM Perspective: Modeling medical advancements with AI
Currents: Removing the bias: The challenge of building a better AI model
Currents: IBMer Megan Hampton teaches refugees how to code
Partner POV: Leverage IBM Db2 for i in building AI models
Cover Story: AI for Good
Feature 1: The Growth Model: H20 Driverless AI on IBM Power Systems brings the AI/machine learning world to business
TECH Showcase: Minimize risks to your organization by leveraging built-in security features
Techbits: The benefits of a mixed IBM POWER9 server environment for SAS Viya 3.5
Techbits: Ask the expert: What's SR-IOV?
Snapshot: Former Fresh Faces
2020 Power Systems Solutions Directory
IBM Systems magazine, Power Systems - June 2020 - Intro
IBM Systems magazine, Power Systems - June 2020 - Cover1
IBM Systems magazine, Power Systems - June 2020 - Cover2
IBM Systems magazine, Power Systems - June 2020 - 1
IBM Systems magazine, Power Systems - June 2020 - Table of Contents
IBM Systems magazine, Power Systems - June 2020 - From the Editor: Deeper insights, deeper innovation
IBM Systems magazine, Power Systems - June 2020 - IBM Perspective: Modeling medical advancements with AI
IBM Systems magazine, Power Systems - June 2020 - 5
IBM Systems magazine, Power Systems - June 2020 - Currents: Removing the bias: The challenge of building a better AI model
IBM Systems magazine, Power Systems - June 2020 - 7
IBM Systems magazine, Power Systems - June 2020 - Currents: IBMer Megan Hampton teaches refugees how to code
IBM Systems magazine, Power Systems - June 2020 - CT1
IBM Systems magazine, Power Systems - June 2020 - CT2
IBM Systems magazine, Power Systems - June 2020 - 9
IBM Systems magazine, Power Systems - June 2020 - 10
IBM Systems magazine, Power Systems - June 2020 - 11
IBM Systems magazine, Power Systems - June 2020 - Partner POV: Leverage IBM Db2 for i in building AI models
IBM Systems magazine, Power Systems - June 2020 - 13
IBM Systems magazine, Power Systems - June 2020 - Cover Story: AI for Good
IBM Systems magazine, Power Systems - June 2020 - 15
IBM Systems magazine, Power Systems - June 2020 - 16
IBM Systems magazine, Power Systems - June 2020 - 17
IBM Systems magazine, Power Systems - June 2020 - Feature 1: The Growth Model: H20 Driverless AI on IBM Power Systems brings the AI/machine learning world to business
IBM Systems magazine, Power Systems - June 2020 - 19
IBM Systems magazine, Power Systems - June 2020 - 20
IBM Systems magazine, Power Systems - June 2020 - 21
IBM Systems magazine, Power Systems - June 2020 - 22
IBM Systems magazine, Power Systems - June 2020 - TECH Showcase: Minimize risks to your organization by leveraging built-in security features
IBM Systems magazine, Power Systems - June 2020 - 24
IBM Systems magazine, Power Systems - June 2020 - 25
IBM Systems magazine, Power Systems - June 2020 - 26
IBM Systems magazine, Power Systems - June 2020 - CT3
IBM Systems magazine, Power Systems - June 2020 - CT4
IBM Systems magazine, Power Systems - June 2020 - Techbits: The benefits of a mixed IBM POWER9 server environment for SAS Viya 3.5
IBM Systems magazine, Power Systems - June 2020 - 28
IBM Systems magazine, Power Systems - June 2020 - 29
IBM Systems magazine, Power Systems - June 2020 - 30
IBM Systems magazine, Power Systems - June 2020 - Techbits: Ask the expert: What's SR-IOV?
IBM Systems magazine, Power Systems - June 2020 - Snapshot: Former Fresh Faces
IBM Systems magazine, Power Systems - June 2020 - Cover3
IBM Systems magazine, Power Systems - June 2020 - Cover4
IBM Systems magazine, Power Systems - June 2020 - 2020 Power Systems Solutions Directory
IBM Systems magazine, Power Systems - June 2020 - CoverSD2
IBM Systems magazine, Power Systems - June 2020 - SD1
IBM Systems magazine, Power Systems - June 2020 - SD2
IBM Systems magazine, Power Systems - June 2020 - SD3
IBM Systems magazine, Power Systems - June 2020 - SD4
IBM Systems magazine, Power Systems - June 2020 - CT5
IBM Systems magazine, Power Systems - June 2020 - CT6
IBM Systems magazine, Power Systems - June 2020 - SD5
IBM Systems magazine, Power Systems - June 2020 - SD6
IBM Systems magazine, Power Systems - June 2020 - SD7
IBM Systems magazine, Power Systems - June 2020 - SD8
IBM Systems magazine, Power Systems - June 2020 - SD9
IBM Systems magazine, Power Systems - June 2020 - SD10
IBM Systems magazine, Power Systems - June 2020 - SD11
IBM Systems magazine, Power Systems - June 2020 - SD12
IBM Systems magazine, Power Systems - June 2020 - SD13
IBM Systems magazine, Power Systems - June 2020 - SD14
IBM Systems magazine, Power Systems - June 2020 - SD15
IBM Systems magazine, Power Systems - June 2020 - SD16
IBM Systems magazine, Power Systems - June 2020 - SD17
IBM Systems magazine, Power Systems - June 2020 - SD18
IBM Systems magazine, Power Systems - June 2020 - SD19
IBM Systems magazine, Power Systems - June 2020 - SD20
IBM Systems magazine, Power Systems - June 2020 - SD21
IBM Systems magazine, Power Systems - June 2020 - SD22
IBM Systems magazine, Power Systems - June 2020 - SD23
IBM Systems magazine, Power Systems - June 2020 - SD24
IBM Systems magazine, Power Systems - June 2020 - SD25
IBM Systems magazine, Power Systems - June 2020 - SD26
IBM Systems magazine, Power Systems - June 2020 - SD27
IBM Systems magazine, Power Systems - June 2020 - SD28
IBM Systems magazine, Power Systems - June 2020 - SD29
IBM Systems magazine, Power Systems - June 2020 - SD30
IBM Systems magazine, Power Systems - June 2020 - SD31
IBM Systems magazine, Power Systems - June 2020 - SD32
IBM Systems magazine, Power Systems - June 2020 - SD33
IBM Systems magazine, Power Systems - June 2020 - SD34
IBM Systems magazine, Power Systems - June 2020 - SD35
IBM Systems magazine, Power Systems - June 2020 - SD36
IBM Systems magazine, Power Systems - June 2020 - SD37
IBM Systems magazine, Power Systems - June 2020 - SD38
IBM Systems magazine, Power Systems - June 2020 - SD39
IBM Systems magazine, Power Systems - June 2020 - SD40
IBM Systems magazine, Power Systems - June 2020 - SD41
IBM Systems magazine, Power Systems - June 2020 - SD42
IBM Systems magazine, Power Systems - June 2020 - SD43
IBM Systems magazine, Power Systems - June 2020 - SD44
IBM Systems magazine, Power Systems - June 2020 - SD45
IBM Systems magazine, Power Systems - June 2020 - SD46
IBM Systems magazine, Power Systems - June 2020 - SD47
IBM Systems magazine, Power Systems - June 2020 - SD48
IBM Systems magazine, Power Systems - June 2020 - CoverSD3
IBM Systems magazine, Power Systems - June 2020 - CoverSD4
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