IBM Systems magazine, Power Systems - June 2020 - 17

save lives through early identification of illnesses and the acceleration
of drug research. Yet AI solution
providers have found themselves
under intense scrutiny and negative
public opinion when working with
sensitive personal data.
"We're looking at how to handle
that kind of data while respecting
privacy," Werner says. One promising technique is homomorphic
encryption, he explains, through
which data can be shared to a third
party in an encrypted format and
operated on as if it were the original source. These are extremely
early days, however, and international cooperation on standards is
vital to see it develop.
"We also want to create an environment of empowerment, creating the conditions for AI for good
problem solving at scale," Werner
continues. "We're building to connect problem owners-who aren't
AI experts-and match them to AI
innovators, for example."

"AI is a smart way to make
simple operations successful. We're
not trying to genetically modify the
disease out of existence, or develop
something that requires expensive
hardware. The basics are simple.
We're just adding layers that make
them easy too."

"The
problem is that
there are too
many false positives," Gupta says.
The medical assistants don't have the
tools or training for a
full diagnoses, so many
people end up travelling for
care that they don't need.
For older or disabled patients
in particular, a long journey via
public transport can be especially
distressing.
The solution, says Gupta, was to
use the image recognition engine
IBM Visual Insight to build a visual AI
model that can detect cataracts with
greater accuracy and can be deployed on any Android or iOS device.
Many AI for good interventions
that prove promising in trials fail
to reproduce the same results
when deployed in the field. Image
recognition, for example, may
work for photos taken in good
conditions, but it's important that

-Arnon Houri-Yafin, CEO,
ZzappMalaria

an AI is trained using the kinds
of pictures that it will encounter
when fully deployed. For cataract
detection, this means including
poor lighting and unusual angles
into the training data set.
"The model is only as good as
the data you train it with," says
Gupta, "What we're finding is that
most clients have gone through
their AI journey falling into these
kinds of traps and issues, but
they're getting much smarter
about it."
And in the future, they will get
better still.

Eyeing up
"One of the most interesting use cases that we have worked on is for the
Sankara Eye Foundation in India,"
says Sumit Gupta, vice president for
AI, IBM Systems. "Eighty percent
of all blindness is preventable via
surgery or other methods if caught in
time, but in rural areas, it often goes
undetected until it's too late."
Traditionally, Sankara has
approached this by sponsoring
medical assistants to go into
villages and screen people for cataracts. Those needing treatment
would be sent to an appropriate
clinic in the nearest town or city.

AI THAT CAN IMPROVE AI
The issue of algorithmic bias, in which machines may make decisions based on gender, race or color, has been been brought to the
forefront of public attention in recent years. Headline-grabbing
incidents have included AI used for sentencing or HR purposes that
have been found to be discriminatory.
Typically, these issues arise because the data used to train
algorithms is a set of human decisions made over the years, the
machines are really revealing the bias of previous judges or application panels. But AI may also be part of the solution to this problem,
according to IBM's Gupta.
"We can build AI-models that are nonjudgmental," he explains,
"They can be trained to spot bias in other models, and reduce it."

IBMSYSTEMSMAG.COM JUNE 2020 | 17


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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