Democratizing Artificial Intelligence, Deep Learning, Machine Learning with Dell EMC Ready Solutions

Democratization is defined as the action/development of making something accessible to everyone, to the “common masses.” AI |http://www.siteshowinfo.net/sites/androidtapp.com>__data%20to%20optimize%20key%20business%20and%20operational%20use%20cases.

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  • AI (Artificial%20Intelligence)%20is%20the%20theory%20and%20development%20of%20computer%20systems%20able%20to%20perform%20tasks%20normally%20requiring%20human%20intelligence%20(e.g.%20visual%20perception,%20speech%20recognition,%20translation%20between%20languages,%20etc.).%20
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  • ML (Machine%20Learning)%20is%20a%20sub-field%20of%20AI%20that%20provides%20systems%20the%20ability%20to%20learn%20and%20improve%20by%20itself%20from%20experience%20without%20being%20explicitly%20programmed.%20
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  • DL (Deep%20Learning)%20is%20a%20type%20of%20ML%20built%20on%20a%20deep%20hierarchy%20of%20layers,%20with%20each%20layer%20solving%20different%20pieces%20of%20a%20complex%20problem.%20These%20layers%20are%20interconnected%20into%20a%20“neural%20network.”%20A%20DL%20framework%20is%20SW%20that%20accelerates%20the%20development%20and%20deployment%20of%20these%20models.%20
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See%20“Artificial%20Intelligence%20is%20not%20Fake%20Intelligence”%20for%20more%20details%20on%20AI%20|%20ML%20|%20DL.

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And%20the%20business%20ramifications%20are%20staggering!%20(see%20Figure%201) By William Schmarzo, Dell EMC.

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Artificial Intelligence, Machine Learning and Deep Learning (AI |http://www.siteshowinfo.net/sites/androidtapp.com>__data%20to%20optimize%20key%20business%20and%20operational%20use%20cases.

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  • ML (Machine%20Learning)%20is%20a%20sub-field%20of%20AI%20that%20provides%20systems%20the%20ability%20to%20learn%20and%20improve%20by%20itself%20from%20experience%20without%20being%20explicitly%20programmed.%20
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  • DL (Deep%20Learning)%20is%20a%20type%20of%20ML%20built%20on%20a%20deep%20hierarchy%20of%20layers,%20with%20each%20layer%20solving%20different%20pieces%20of%20a%20complex%20problem.%20These%20layers%20are%20interconnected%20into%20a%20“neural%20network.”%20A%20DL%20framework%20is%20SW%20that%20accelerates%20the%20development%20and%20deployment%20of%20these%20models.%20
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Figure 1: McKinsey “What’s Now and Next in Analytics, AI and Automation

And Senior Executives seem to have gotten the word. BusinessWeek (October 23, 2017) reported a dramatic increase in mentions of “artificial intelligence” during 363 third quarter earnings calls (see Figure 2).


Figure 2: Executives Mentioning “Artificial Intelligence” During Earnings Calls

To help our clients exploit the business and operational benefits of AI |http://www.siteshowinfo.net/sites/androidtapp.com>__data%20to%20optimize%20key%20business%20and%20operational%20use%20cases.

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  • ML (Machine%20Learning)%20is%20a%20sub-field%20of%20AI%20that%20provides%20systems%20the%20ability%20to%20learn%20and%20improve%20by%20itself%20from%20experience%20without%20being%20explicitly%20programmed.%20
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  • DL (Deep%20Learning)%20is%20a%20type%20of%20ML%20built%20on%20a%20deep%20hierarchy%20of%20layers,%20with%20each%20layer%20solving%20different%20pieces%20of%20a%20complex%20problem.%20These%20layers%20are%20interconnected%20into%20a%20“neural%20network.”%20A%20DL%20framework%20is%20SW%20that%20accelerates%20the%20development%20and%20deployment%20of%20these%20models.%20
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See%20“Artificial%20Intelligence%20is%20not%20Fake%20Intelligence”%20for%20more%20details%20on%20AI%20|%20ML%20|%20DL.

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And%20the%20business%20ramifications%20are%20staggering!%20(see%20Figure%201)__data%20to%20optimize%20key%20business%20and%20operational%20use%20cases.

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  • ML (Machine%20Learning)%20is%20a%20sub-field%20of%20AI%20that%20provides%20systems%20the%20ability%20to%20learn%20and%20improve%20by%20itself%20from%20experience%20without%20being%20explicitly%20programmed.%20
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  • DL (Deep%20Learning)%20is%20a%20type%20of%20ML%20built%20on%20a%20deep%20hierarchy%20of%20layers,%20with%20each%20layer%20solving%20different%20pieces%20of%20a%20complex%20problem.%20These%20layers%20are%20interconnected%20into%20a%20“neural%20network.”%20A%20DL%20framework%20is%20SW%20that%20accelerates%20the%20development%20and%20deployment%20of%20these%20models.%20
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See%20“Artificial%20Intelligence%20is%20not%20Fake%20Intelligence”%20for%20more%20details%20on%20AI%20|%20ML%20|%20DL.

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  • ML (Machine%20Learning)%20is%20a%20sub-field%20of%20AI%20that%20provides%20systems%20the%20ability%20to%20learn%20and%20improve%20by%20itself%20from%20experience%20without%20being%20explicitly%20programmed.%20
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  • DL (Deep%20Learning)%20is%20a%20type%20of%20ML%20built%20on%20a%20deep%20hierarchy%20of%20layers,%20with%20each%20layer%20solving%20different%20pieces%20of%20a%20complex%20problem.%20These%20layers%20are%20interconnected%20into%20a%20“neural%20network.”%20A%20DL%20framework%20is%20SW%20that%20accelerates%20the%20development%20and%20deployment%20of%20these%20models.%20
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  • ML (Machine%20Learning)%20is%20a%20sub-field%20of%20AI%20that%20provides%20systems%20the%20ability%20to%20learn%20and%20improve%20by%20itself%20from%20experience%20without%20being%20explicitly%20programmed.%20
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  • DL (Deep%20Learning)%20is%20a%20type%20of%20ML%20built%20on%20a%20deep%20hierarchy%20of%20layers,%20with%20each%20layer%20solving%20different%20pieces%20of%20a%20complex%20problem.%20These%20layers%20are%20interconnected%20into%20a%20“neural%20network.”%20A%20DL%20framework%20is%20SW%20that%20accelerates%20the%20development%20and%20deployment%20of%20these%20models.%20
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See%20“Artificial%20Intelligence%20is%20not%20Fake%20Intelligence”%20for%20more%20details%20on%20AI%20|%20ML%20|%20DL.

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And%20the%20business%20ramifications%20are%20staggering!%20(see%20Figure%201)

Driving AI |http://www.siteshowinfo.net/sites/androidtapp.com>__data%20to%20optimize%20key%20business%20and%20operational%20use%20cases.

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  • ML (Machine%20Learning)%20is%20a%20sub-field%20of%20AI%20that%20provides%20systems%20the%20ability%20to%20learn%20and%20improve%20by%20itself%20from%20experience%20without%20being%20explicitly%20programmed.%20
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  • DL (Deep%20Learning)%20is%20a%20type%20of%20ML%20built%20on%20a%20deep%20hierarchy%20of%20layers,%20with%20each%20layer%20solving%20different%20pieces%20of%20a%20complex%20problem.%20These%20layers%20are%20interconnected%20into%20a%20“neural%20network.”%20A%20DL%20framework%20is%20SW%20that%20accelerates%20the%20development%20and%20deployment%20of%20these%20models.%20
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Democratization is defined as the action/development of making something accessible to everyone, to the “common masses.” History provides democratization lessons from the Industrial and Information Revolutions. Both of these moments in history were driven by the standardization of parts, tools, architectures, interfaces, designs and trainings that allowed for the creation of common platforms. Instead of being dependent upon a “high priesthood” of specialists to assemble your guns or cars or computer systems, organizations of all sizes where able to leverage common platforms to build their own sources of customer, business and financial differentiation.

AI |http://www.siteshowinfo.net/sites/androidtapp.com>__data%20to%20optimize%20key%20business%20and%20operational%20use%20cases.

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  • ML (Machine%20Learning)%20is%20a%20sub-field%20of%20AI%20that%20provides%20systems%20the%20ability%20to%20learn%20and%20improve%20by%20itself%20from%20experience%20without%20being%20explicitly%20programmed.%20
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  • DL (Deep%20Learning)%20is%20a%20type%20of%20ML%20built%20on%20a%20deep%20hierarchy%20of%20layers,%20with%20each%20layer%20solving%20different%20pieces%20of%20a%20complex%20problem.%20These%20layers%20are%20interconnected%20into%20a%20“neural%20network.”%20A%20DL%20framework%20is%20SW%20that%20accelerates%20the%20development%20and%20deployment%20of%20these%20models.%20
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See%20“Artificial%20Intelligence%20is%20not%20Fake%20Intelligence”%20for%20more%20details%20on%20AI%20|%20ML%20|%20DL.

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  • ML (Machine%20Learning)%20is%20a%20sub-field%20of%20AI%20that%20provides%20systems%20the%20ability%20to%20learn%20and%20improve%20by%20itself%20from%20experience%20without%20being%20explicitly%20programmed.%20
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  • DL (Deep%20Learning)%20is%20a%20type%20of%20ML%20built%20on%20a%20deep%20hierarchy%20of%20layers,%20with%20each%20layer%20solving%20different%20pieces%20of%20a%20complex%20problem.%20These%20layers%20are%20interconnected%20into%20a%20“neural%20network.”%20A%20DL%20framework%20is%20SW%20that%20accelerates%20the%20development%20and%20deployment%20of%20these%20models.%20
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  • ML (Machine%20Learning)%20is%20a%20sub-field%20of%20AI%20that%20provides%20systems%20the%20ability%20to%20learn%20and%20improve%20by%20itself%20from%20experience%20without%20being%20explicitly%20programmed.%20
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  • DL (Deep%20Learning)%20is%20a%20type%20of%20ML%20built%20on%20a%20deep%20hierarchy%20of%20layers,%20with%20each%20layer%20solving%20different%20pieces%20of%20a%20complex%20problem.%20These%20layers%20are%20interconnected%20into%20a%20“neural%20network.”%20A%20DL%20framework%20is%20SW%20that%20accelerates%20the%20development%20and%20deployment%20of%20these%20models.%20
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To help accelerate AI |http://www.siteshowinfo.net/sites/androidtapp.com>__data%20to%20optimize%20key%20business%20and%20operational%20use%20cases.

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  • ML (Machine%20Learning)%20is%20a%20sub-field%20of%20AI%20that%20provides%20systems%20the%20ability%20to%20learn%20and%20improve%20by%20itself%20from%20experience%20without%20being%20explicitly%20programmed.%20
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  • DL (Deep%20Learning)%20is%20a%20type%20of%20ML%20built%20on%20a%20deep%20hierarchy%20of%20layers,%20with%20each%20layer%20solving%20different%20pieces%20of%20a%20complex%20problem.%20These%20layers%20are%20interconnected%20into%20a%20“neural%20network.”%20A%20DL%20framework%20is%20SW%20that%20accelerates%20the%20development%20and%20deployment%20of%20these%20models.%20
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  • DL (Deep%20Learning)%20is%20a%20type%20of%20ML%20built%20on%20a%20deep%20hierarchy%20of%20layers,%20with%20each%20layer%20solving%20different%20pieces%20of%20a%20complex%20problem.%20These%20layers%20are%20interconnected%20into%20a%20“neural%20network.”%20A%20DL%20framework%20is%20SW%20that%20accelerates%20the%20development%20and%20deployment%20of%20these%20models.%20
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No longer is a siloed knowledge group of specialists required to stand up your AI |http://www.siteshowinfo.net/sites/androidtapp.com>__data%20to%20optimize%20key%20business%20and%20operational%20use%20cases.

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  • DL (Deep%20Learning)%20is%20a%20type%20of%20ML%20built%20on%20a%20deep%20hierarchy%20of%20layers,%20with%20each%20layer%20solving%20different%20pieces%20of%20a%20complex%20problem.%20These%20layers%20are%20interconnected%20into%20a%20“neural%20network.”%20A%20DL%20framework%20is%20SW%20that%20accelerates%20the%20development%20and%20deployment%20of%20these%20models.%20
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Figure 3: AI |http://www.siteshowinfo.net/sites/androidtapp.com>__data%20to%20optimize%20key%20business%20and%20operational%20use%20cases.

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  • DL (Deep%20Learning)%20is%20a%20type%20of%20ML%20built%20on%20a%20deep%20hierarchy%20of%20layers,%20with%20each%20layer%20solving%20different%20pieces%20of%20a%20complex%20problem.%20These%20layers%20are%20interconnected%20into%20a%20“neural%20network.”%20A%20DL%20framework%20is%20SW%20that%20accelerates%20the%20development%20and%20deployment%20of%20these%20models.%20
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The business opportunities are plentiful. So the real challenge isn’t identifying opportunities to exploithttp://www.siteshowinfo.net/sites/androidtapp.com>__data%20to%20optimize%20key%20business%20and%20operational%20use%20cases.

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  • ML (Machine%20Learning)%20is%20a%20sub-field%20of%20AI%20that%20provides%20systems%20the%20ability%20to%20learn%20and%20improve%20by%20itself%20from%20experience%20without%20being%20explicitly%20programmed.%20
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  • DL (Deep%20Learning)%20is%20a%20type%20of%20ML%20built%20on%20a%20deep%20hierarchy%20of%20layers,%20with%20each%20layer%20solving%20different%20pieces%20of%20a%20complex%20problem.%20These%20layers%20are%20interconnected%20into%20a%20“neural%20network.”%20A%20DL%20framework%20is%20SW%20that%20accelerates%20the%20development%20and%20deployment%20of%20these%20models.%20
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  • Identifying where and how to start integrating AI |http://www.siteshowinfo.net/sites/androidtapp.com>__data%20to%20optimize%20key%20business%20and%20operational%20use%20cases.

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    • ML (Machine%20Learning)%20is%20a%20sub-field%20of%20AI%20that%20provides%20systems%20the%20ability%20to%20learn%20and%20improve%20by%20itself%20from%20experience%20without%20being%20explicitly%20programmed.%20
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    • DL (Deep%20Learning)%20is%20a%20type%20of%20ML%20built%20on%20a%20deep%20hierarchy%20of%20layers,%20with%20each%20layer%20solving%20different%20pieces%20of%20a%20complex%20problem.%20These%20layers%20are%20interconnected%20into%20a%20“neural%20network.”%20A%20DL%20framework%20is%20SW%20that%20accelerates%20the%20development%20and%20deployment%20of%20these%20models.%20
    %20

    See%20“Artificial%20Intelligence%20is%20not%20Fake%20Intelligence”%20for%20more%20details%20on%20AI%20|%20ML%20|%20DL.

    %20

    And%20the%20business%20ramifications%20are%20staggering!%20(see%20Figure%201)

  • Building an elastic data platform (data repository or data lake) that enables the organization to capture, enhance, protect and share the organization’s key data and analytics digital assets.

Dell EMC Services exist to help customers bridge the gap across the data science teams, IT teams, and lines of business. Working together allows us to take the journey with you from deployment to use case development to full production.  Below are two examples of where Dell EMC has helped clients to integrate AI |http://www.siteshowinfo.net/sites/androidtapp.com>__data%20to%20optimize%20key%20business%20and%20operational%20use%20cases.

%20
    %20 %20
  • AI (Artificial%20Intelligence)%20is%20the%20theory%20and%20development%20of%20computer%20systems%20able%20to%20perform%20tasks%20normally%20requiring%20human%20intelligence%20(e.g.%20visual%20perception,%20speech%20recognition,%20translation%20between%20languages,%20etc.).%20
  • %20
  • ML (Machine%20Learning)%20is%20a%20sub-field%20of%20AI%20that%20provides%20systems%20the%20ability%20to%20learn%20and%20improve%20by%20itself%20from%20experience%20without%20being%20explicitly%20programmed.%20
  • %20
  • DL (Deep%20Learning)%20is%20a%20type%20of%20ML%20built%20on%20a%20deep%20hierarchy%20of%20layers,%20with%20each%20layer%20solving%20different%20pieces%20of%20a%20complex%20problem.%20These%20layers%20are%20interconnected%20into%20a%20“neural%20network.”%20A%20DL%20framework%20is%20SW%20that%20accelerates%20the%20development%20and%20deployment%20of%20these%20models.%20
%20

See%20“Artificial%20Intelligence%20is%20not%20Fake%20Intelligence”%20for%20more%20details%20on%20AI%20|%20ML%20|%20DL.

%20

And%20the%20business%20ramifications%20are%20staggering!%20(see%20Figure%201)

Use Case #1:  Bladder Cancer Identification Using Medical Image Recognition

 
Image recognition of the human body is expected to improve drastically to help doctors with better and more accurate medical diagnostics.http://www.siteshowinfo.net/sites/androidtapp.com>__data%20to%20optimize%20key%20business%20and%20operational%20use%20cases.

%20
    %20 %20
  • AI (Artificial%20Intelligence)%20is%20the%20theory%20and%20development%20of%20computer%20systems%20able%20to%20perform%20tasks%20normally%20requiring%20human%20intelligence%20(e.g.%20visual%20perception,%20speech%20recognition,%20translation%20between%20languages,%20etc.).%20
  • %20
  • ML (Machine%20Learning)%20is%20a%20sub-field%20of%20AI%20that%20provides%20systems%20the%20ability%20to%20learn%20and%20improve%20by%20itself%20from%20experience%20without%20being%20explicitly%20programmed.%20
  • %20
  • DL (Deep%20Learning)%20is%20a%20type%20of%20ML%20built%20on%20a%20deep%20hierarchy%20of%20layers,%20with%20each%20layer%20solving%20different%20pieces%20of%20a%20complex%20problem.%20These%20layers%20are%20interconnected%20into%20a%20“neural%20network.”%20A%20DL%20framework%20is%20SW%20that%20accelerates%20the%20development%20and%20deployment%20of%20these%20models.%20
%20

See%20“Artificial%20Intelligence%20is%20not%20Fake%20Intelligence”%20for%20more%20details%20on%20AI%20|%20ML%20|%20DL.

%20

And%20the%20business%20ramifications%20are%20staggering!%20(see%20Figure%201)

For this engagement, we used Magnetic Resonance Images (MRI) from the Cancer Imaging Archives to identify bladder cancer on patients using unsupervised and supervisedhttp://www.siteshowinfo.net/sites/androidtapp.com>__data%20to%20optimize%20key%20business%20and%20operational%20use%20cases.

%20
    %20 %20
  • AI (Artificial%20Intelligence)%20is%20the%20theory%20and%20development%20of%20computer%20systems%20able%20to%20perform%20tasks%20normally%20requiring%20human%20intelligence%20(e.g.%20visual%20perception,%20speech%20recognition,%20translation%20between%20languages,%20etc.).%20
  • %20
  • ML (Machine%20Learning)%20is%20a%20sub-field%20of%20AI%20that%20provides%20systems%20the%20ability%20to%20learn%20and%20improve%20by%20itself%20from%20experience%20without%20being%20explicitly%20programmed.%20
  • %20
  • DL (Deep%20Learning)%20is%20a%20type%20of%20ML%20built%20on%20a%20deep%20hierarchy%20of%20layers,%20with%20each%20layer%20solving%20different%20pieces%20of%20a%20complex%20problem.%20These%20layers%20are%20interconnected%20into%20a%20“neural%20network.”%20A%20DL%20framework%20is%20SW%20that%20accelerates%20the%20development%20and%20deployment%20of%20these%20models.%20
%20

See%20“Artificial%20Intelligence%20is%20not%20Fake%20Intelligence”%20for%20more%20details%20on%20AI%20|%20ML%20|%20DL.

%20

And%20the%20business%20ramifications%20are%20staggering!%20(see%20Figure%201)__data%20to%20optimize%20key%20business%20and%20operational%20use%20cases.

%20
    %20 %20
  • AI (Artificial%20Intelligence)%20is%20the%20theory%20and%20development%20of%20computer%20systems%20able%20to%20perform%20tasks%20normally%20requiring%20human%20intelligence%20(e.g.%20visual%20perception,%20speech%20recognition,%20translation%20between%20languages,%20etc.).%20
  • %20
  • ML (Machine%20Learning)%20is%20a%20sub-field%20of%20AI%20that%20provides%20systems%20the%20ability%20to%20learn%20and%20improve%20by%20itself%20from%20experience%20without%20being%20explicitly%20programmed.%20
  • %20
  • DL (Deep%20Learning)%20is%20a%20type%20of%20ML%20built%20on%20a%20deep%20hierarchy%20of%20layers,%20with%20each%20layer%20solving%20different%20pieces%20of%20a%20complex%20problem.%20These%20layers%20are%20interconnected%20into%20a%20“neural%20network.”%20A%20DL%20framework%20is%20SW%20that%20accelerates%20the%20development%20and%20deployment%20of%20these%20models.%20
%20

See%20“Artificial%20Intelligence%20is%20not%20Fake%20Intelligence”%20for%20more%20details%20on%20AI%20|%20ML%20|%20DL.

%20

And%20the%20business%20ramifications%20are%20staggering!%20(see%20Figure%201)


Figure 4: Leveraging Machine Learning to Accelerate Bladder Cancer Detection

The precision of thehttp://www.siteshowinfo.net/sites/androidtapp.com>__data%20to%20optimize%20key%20business%20and%20operational%20use%20cases.

%20
    %20 %20
  • AI (Artificial%20Intelligence)%20is%20the%20theory%20and%20development%20of%20computer%20systems%20able%20to%20perform%20tasks%20normally%20requiring%20human%20intelligence%20(e.g.%20visual%20perception,%20speech%20recognition,%20translation%20between%20languages,%20etc.).%20
  • %20
  • ML (Machine%20Learning)%20is%20a%20sub-field%20of%20AI%20that%20provides%20systems%20the%20ability%20to%20learn%20and%20improve%20by%20itself%20from%20experience%20without%20being%20explicitly%20programmed.%20
  • %20
  • DL (Deep%20Learning)%20is%20a%20type%20of%20ML%20built%20on%20a%20deep%20hierarchy%20of%20layers,%20with%20each%20layer%20solving%20different%20pieces%20of%20a%20complex%20problem.%20These%20layers%20are%20interconnected%20into%20a%20“neural%20network.”%20A%20DL%20framework%20is%20SW%20that%20accelerates%20the%20development%20and%20deployment%20of%20these%20models.%20
%20

See%20“Artificial%20Intelligence%20is%20not%20Fake%20Intelligence”%20for%20more%20details%20on%20AI%20|%20ML%20|%20DL.

%20

And%20the%20business%20ramifications%20are%20staggering!%20(see%20Figure%201)__data%20to%20optimize%20key%20business%20and%20operational%20use%20cases.

%20
    %20 %20
  • AI (Artificial%20Intelligence)%20is%20the%20theory%20and%20development%20of%20computer%20systems%20able%20to%20perform%20tasks%20normally%20requiring%20human%20intelligence%20(e.g.%20visual%20perception,%20speech%20recognition,%20translation%20between%20languages,%20etc.).%20
  • %20
  • ML (Machine%20Learning)%20is%20a%20sub-field%20of%20AI%20that%20provides%20systems%20the%20ability%20to%20learn%20and%20improve%20by%20itself%20from%20experience%20without%20being%20explicitly%20programmed.%20
  • %20
  • DL (Deep%20Learning)%20is%20a%20type%20of%20ML%20built%20on%20a%20deep%20hierarchy%20of%20layers,%20with%20each%20layer%20solving%20different%20pieces%20of%20a%20complex%20problem.%20These%20layers%20are%20interconnected%20into%20a%20“neural%20network.”%20A%20DL%20framework%20is%20SW%20that%20accelerates%20the%20development%20and%20deployment%20of%20these%20models.%20
%20

See%20“Artificial%20Intelligence%20is%20not%20Fake%20Intelligence”%20for%20more%20details%20on%20AI%20|%20ML%20|%20DL.

%20

And%20the%20business%20ramifications%20are%20staggering!%20(see%20Figure%201)

It is reasonable to say that Computer Aided Tumor diagnosis using AI |http://www.siteshowinfo.net/sites/androidtapp.com>__data%20to%20optimize%20key%20business%20and%20operational%20use%20cases.

%20
    %20 %20
  • AI (Artificial%20Intelligence)%20is%20the%20theory%20and%20development%20of%20computer%20systems%20able%20to%20perform%20tasks%20normally%20requiring%20human%20intelligence%20(e.g.%20visual%20perception,%20speech%20recognition,%20translation%20between%20languages,%20etc.).%20
  • %20
  • ML (Machine%20Learning)%20is%20a%20sub-field%20of%20AI%20that%20provides%20systems%20the%20ability%20to%20learn%20and%20improve%20by%20itself%20from%20experience%20without%20being%20explicitly%20programmed.%20
  • %20
  • DL (Deep%20Learning)%20is%20a%20type%20of%20ML%20built%20on%20a%20deep%20hierarchy%20of%20layers,%20with%20each%20layer%20solving%20different%20pieces%20of%20a%20complex%20problem.%20These%20layers%20are%20interconnected%20into%20a%20“neural%20network.”%20A%20DL%20framework%20is%20SW%20that%20accelerates%20the%20development%20and%20deployment%20of%20these%20models.%20
%20

See%20“Artificial%20Intelligence%20is%20not%20Fake%20Intelligence”%20for%20more%20details%20on%20AI%20|%20ML%20|%20DL.

%20

And%20the%20business%20ramifications%20are%20staggering!%20(see%20Figure%201)


Figure 5: AI |http://www.siteshowinfo.net/sites/androidtapp.com>__data%20to%20optimize%20key%20business%20and%20operational%20use%20cases.

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    %20 %20
  • AI (Artificial%20Intelligence)%20is%20the%20theory%20and%20development%20of%20computer%20systems%20able%20to%20perform%20tasks%20normally%20requiring%20human%20intelligence%20(e.g.%20visual%20perception,%20speech%20recognition,%20translation%20between%20languages,%20etc.).%20
  • %20
  • ML (Machine%20Learning)%20is%20a%20sub-field%20of%20AI%20that%20provides%20systems%20the%20ability%20to%20learn%20and%20improve%20by%20itself%20from%20experience%20without%20being%20explicitly%20programmed.%20
  • %20
  • DL (Deep%20Learning)%20is%20a%20type%20of%20ML%20built%20on%20a%20deep%20hierarchy%20of%20layers,%20with%20each%20layer%20solving%20different%20pieces%20of%20a%20complex%20problem.%20These%20layers%20are%20interconnected%20into%20a%20“neural%20network.”%20A%20DL%20framework%20is%20SW%20that%20accelerates%20the%20development%20and%20deployment%20of%20these%20models.%20
%20

See%20“Artificial%20Intelligence%20is%20not%20Fake%20Intelligence”%20for%20more%20details%20on%20AI%20|%20ML%20|%20DL.

%20

And%20the%20business%20ramifications%20are%20staggering!%20(see%20Figure%201)

Note:  This use case recently won the 2017 award as “Best of Applied data Analytics” from Dell EMC’s Proven Professional Knowledge Sharing program.

Use Case #2: Crop Disease Identification

 
Human society needs to increase food production by an estimated 70% by 2050 to feed an expected population size that is predicted to be over 9 billion people.  Currently, infectious diseases reduce the potential crop yield by an average of 40% with many farmers in the developing world experiencing yield losses as high as 100%[1].

The situation is particularly dire for the 500 million smallholder farmers around the globe, whose livelihoods depend on their crops doing well. In Africa alone, 80% of the agricultural output comes from smallholder farmers.

The widespread distribution of smartphones among crop growers around the world, with an expected 5 billion smartphones by 2020, offers the potential of turning the smartphone into a valuable tool for diverse communities growing food.  One potential application is the development of mobile disease diagnostics through Deep Learning and crowdsourcing.

The results of the engagement were very impressive in scoring different types of crops and their risk to unhealthy situations (see Figure 6).


Figure 6: Crop Disease Identification and Scoring

The Dell EMC Ready Solutions + Dell EMC Consulting = Intelligent Enterprise

 
Dell EMC Consulting provides a full portfolio of Services designed to help our clients to accelerate AI |http://www.siteshowinfo.net/sites/androidtapp.com>__data%20to%20optimize%20key%20business%20and%20operational%20use%20cases.

%20
    %20 %20
  • AI (Artificial%20Intelligence)%20is%20the%20theory%20and%20development%20of%20computer%20systems%20able%20to%20perform%20tasks%20normally%20requiring%20human%20intelligence%20(e.g.%20visual%20perception,%20speech%20recognition,%20translation%20between%20languages,%20etc.).%20
  • %20
  • ML (Machine%20Learning)%20is%20a%20sub-field%20of%20AI%20that%20provides%20systems%20the%20ability%20to%20learn%20and%20improve%20by%20itself%20from%20experience%20without%20being%20explicitly%20programmed.%20
  • %20
  • DL (Deep%20Learning)%20is%20a%20type%20of%20ML%20built%20on%20a%20deep%20hierarchy%20of%20layers,%20with%20each%20layer%20solving%20different%20pieces%20of%20a%20complex%20problem.%20These%20layers%20are%20interconnected%20into%20a%20“neural%20network.”%20A%20DL%20framework%20is%20SW%20that%20accelerates%20the%20development%20and%20deployment%20of%20these%20models.%20
%20

See%20“Artificial%20Intelligence%20is%20not%20Fake%20Intelligence”%20for%20more%20details%20on%20AI%20|%20ML%20|%20DL.

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And%20the%20business%20ramifications%20are%20staggering!%20(see%20Figure%201)


Figure 7: Dell EMC Consulting Tying Together the AI |http://www.siteshowinfo.net/sites/androidtapp.com>__data%20to%20optimize%20key%20business%20and%20operational%20use%20cases.

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    %20 %20
  • AI (Artificial%20Intelligence)%20is%20the%20theory%20and%20development%20of%20computer%20systems%20able%20to%20perform%20tasks%20normally%20requiring%20human%20intelligence%20(e.g.%20visual%20perception,%20speech%20recognition,%20translation%20between%20languages,%20etc.).%20
  • %20
  • ML (Machine%20Learning)%20is%20a%20sub-field%20of%20AI%20that%20provides%20systems%20the%20ability%20to%20learn%20and%20improve%20by%20itself%20from%20experience%20without%20being%20explicitly%20programmed.%20
  • %20
  • DL (Deep%20Learning)%20is%20a%20type%20of%20ML%20built%20on%20a%20deep%20hierarchy%20of%20layers,%20with%20each%20layer%20solving%20different%20pieces%20of%20a%20complex%20problem.%20These%20layers%20are%20interconnected%20into%20a%20“neural%20network.”%20A%20DL%20framework%20is%20SW%20that%20accelerates%20the%20development%20and%20deployment%20of%20these%20models.%20
%20

See%20“Artificial%20Intelligence%20is%20not%20Fake%20Intelligence”%20for%20more%20details%20on%20AI%20|%20ML%20|%20DL.

%20

And%20the%20business%20ramifications%20are%20staggering!%20(see%20Figure%201)

The end goal for any organization is to master the use of AI |http://www.siteshowinfo.net/sites/androidtapp.com>__data%20to%20optimize%20key%20business%20and%20operational%20use%20cases.

%20
    %20 %20
  • AI (Artificial%20Intelligence)%20is%20the%20theory%20and%20development%20of%20computer%20systems%20able%20to%20perform%20tasks%20normally%20requiring%20human%20intelligence%20(e.g.%20visual%20perception,%20speech%20recognition,%20translation%20between%20languages,%20etc.).%20
  • %20
  • ML (Machine%20Learning)%20is%20a%20sub-field%20of%20AI%20that%20provides%20systems%20the%20ability%20to%20learn%20and%20improve%20by%20itself%20from%20experience%20without%20being%20explicitly%20programmed.%20
  • %20
  • DL (Deep%20Learning)%20is%20a%20type%20of%20ML%20built%20on%20a%20deep%20hierarchy%20of%20layers,%20with%20each%20layer%20solving%20different%20pieces%20of%20a%20complex%20problem.%20These%20layers%20are%20interconnected%20into%20a%20“neural%20network.”%20A%20DL%20framework%20is%20SW%20that%20accelerates%20the%20development%20and%20deployment%20of%20these%20models.%20
%20

See%20“Artificial%20Intelligence%20is%20not%20Fake%20Intelligence”%20for%20more%20details%20on%20AI%20|%20ML%20|%20DL.

%20

And%20the%20business%20ramifications%20are%20staggering!%20(see%20Figure%201)


Figure 8: Creating “Intelligent Enterprises”

The future is now, and Dell EMC has joined the AI |http://www.siteshowinfo.net/sites/androidtapp.com>__data%20to%20optimize%20key%20business%20and%20operational%20use%20cases.

%20
    %20 %20
  • AI (Artificial%20Intelligence)%20is%20the%20theory%20and%20development%20of%20computer%20systems%20able%20to%20perform%20tasks%20normally%20requiring%20human%20intelligence%20(e.g.%20visual%20perception,%20speech%20recognition,%20translation%20between%20languages,%20etc.).%20
  • %20
  • ML (Machine%20Learning)%20is%20a%20sub-field%20of%20AI%20that%20provides%20systems%20the%20ability%20to%20learn%20and%20improve%20by%20itself%20from%20experience%20without%20being%20explicitly%20programmed.%20
  • %20
  • DL (Deep%20Learning)%20is%20a%20type%20of%20ML%20built%20on%20a%20deep%20hierarchy%20of%20layers,%20with%20each%20layer%20solving%20different%20pieces%20of%20a%20complex%20problem.%20These%20layers%20are%20interconnected%20into%20a%20“neural%20network.”%20A%20DL%20framework%20is%20SW%20that%20accelerates%20the%20development%20and%20deployment%20of%20these%20models.%20
%20

See%20“Artificial%20Intelligence%20is%20not%20Fake%20Intelligence”%20for%20more%20details%20on%20AI%20|%20ML%20|%20DL.

%20

And%20the%20business%20ramifications%20are%20staggering!%20(see%20Figure%201)

 
Sources:

Figure 1: McKinsey “What’s Now and Next in Analytics, AI and Automation”

[1] “An open access repository of images on plant health to enable the development of mobile disease diagnostics.” 

 
Original. Reposted with permission.

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