IBM Systems magazine, Power Systems - June 2020 - 13

This often requires
preparing, cleansing and formatting your data
to feed into
the training
of the model.
The model can
then be applied
against larger prepared data sets that
you want to analyze to
get the insight that you're looking
for. Finally, you need to create
visual metrics from the outcome
that can show the insight in a way
that's easily understood by the
business user.
If the future of AI is to be a part
of everything we do, then that
future has to provide the ability
to include and use preexisting
models that the business analyst
can leverage without the need
for a data scientist. In practice,
it requires the ability to include
the statistical models, which will
always be the province of the data
scientist, into the more broadly
used workflow of a business
analyst or end user.

2 Approaches to Models
Let's describe, in general terms,
two approaches to include preex-

If the future of AI is to be a part of
everything we do, then that future has
to provide the ability to include and use
preexisting models that the business
analyst can leverage without the need
for a data scientist.

isting models in that
workflow.
The first approach is to integrate sets of predefined models
into the workflow. This means that
the product you use to analyze
your data needs to have pre-built
machine learning functions that
users can access as easily as they
can generate an average or a total
for any given data set. In many
cases, users may want to apply
multiple models to their data so
they can choose the one that's best
at predicting the outcome for the
data they're analyzing. This approach is the closest to the idea of
bringing AI and machine learning
to the business analyst and only
requires them to know what kind
of analysis they need to apply.

FIGURE 1: AUTO GENERATE ANALYTICS WITH MACHINE LEARNING
AND AI

The second approach is a bit
more technical, but also more
flexible as it doesn't require the
tool to already contain all of the
models. The process here is the
ability to drive pre-built models
from anywhere into the analyst
workflow. This is done through a
connector that interrogates the
model and understands what
data it needs to make a prediction the format of the prediction
that it returns. The connector
then automates the integration of
that model into the analytic tool
that the business analyst uses for
his everyday work.

AI Tools Integration
As AI becomes a needed element in day-to-day data analysis,
tools vendors will be required
to add these kinds of capabilities into their product, including
easy-to-use data preparation tools
and the ability to integrate with AI
and machine learning models. In
addition, a truly modern business
analytics tool will need to make
these kinds of functions easy to
consume by business users, as it's
unlikely that we can expect every
analyst to become a data scientist any more than we can expect
every end user to code their own
programs. The methods that tools
use and features they offer may be
based on the approaches outlined
in this article or, likely, on new
approaches that will be found in
the future.
IBMSYSTEMSMAG.COM JUNE 2020 | 13


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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