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CETi ml: Frameworks and Pinwheels

Computer Education Techniques, Inc. has been organizing its database libraries and gathering/developing prototype code to augment its knowledge base used in teaching information technology subject matter. This includes source software company and open source purveyor advertisements.

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Copyright Acknowledgement - IBM Corporation

IBM advertisements and articles in the public domain - Wall Street Journal, New York Times, and trade journals are gathered and evaluated in relation to the content and documentation on IBM websites, Redbooks, white papers, open source projects, and third party websites. The CETi/SYS-ED Director of Education downloads uses and evaluates trial and open source software. Special attention is given to online help systems, source software documentation, and software company authorized textbooks. In the case of IBM, this includes its own reference manuals and GitHub for open source software.

The CETi ml: machine-learning design started with the IBM e-mails to David Shapiro and gathering and interpreting the IBM advertising strategy.

ml: foundation website design and implementation IBM - Phil Kolko and David Rowen
third party family relative contact feedback 1
SYS-ED/CETi Curriculum Manager
hired by IBM - Karen Schwartz-Phillips		 Correspondence and Work Performed in the IBM Mainfame Environment

 

These urls have been included by IBM in their print advertisements.

ibm.com ibm.com/apollo50th ibm.com/cloud
ibm.com/consulting ibm.com/data-fabric ibm.com/e ngines/desktop
ibm.com/guideyeswithwatson ibm.com/infrastructure ibm.com/IT-automation
ibm.com/outthink ibm.com/regtech ibm.com/secure-business
ibm.com/servingmillions ibm.com/smart ibm.com/think
ibm.com/virtualize ibm.com/you ibm.com/new-creators
ibm unveils cloud ready mainframe ......

Articles from respected sources of report journalism: Bloomberg Business Week, Fortune, Gartner, etc. are being reviewed and examined by accredited academia and source certified CETi and SYS-ED staff. Some advertisements were from the Lincoln Center Performing Arts Center plaza walking paths and in Manhattan, New York bus stops. Alumni publications from Union College and Cornell Enterprise - thought leadership were invaluable in assessing markets and information technology demographics - flow of talent and intellectual capital. Magazines written and authorized from Massachusetts Information Technology, Stanford University, Columbia University, and Syracuse University were instrumental in prioritizing research and intellectual integrity in identifying fraud and the misrepresentation of information and data.

CETi will be updating its course search engine and advanced search from source IBM documents - e.g. IBM cloud platform.

The Columbia University, New York University, and Baruch College campus university bookstores were used as a benchmark for the readability and technical detail of the textbooks associated with the information technology component of undergraduate course work - self exploration and expectations to achieve a passing grade for academic transcript credit units.


SYS-ED Websites

There are twenty-six categorized and SYS-ED software specific websites; the root parent domain namespace is sysed and sysed/m is the mobile website. There are eight SYS-ED namespaces dedicated to training services on the IBM mainframe development platform. The CETi - Advanced Search includes mainframe and SYS-ED training programs.

The parent mainframetrainingbysysed is part of the SYS-ED Advanced Search; the other namespaces are database, Linux, Java, programming languages, and UNIX. Two websites are work in progress - securitytraining and appleplatform (formerly - Mac) by SYS-ED. The SYSED.com and its sibling website domain names were taken down in March 2020. 2

Source IBM Advertisements

The verbiage copy and urls from these IBM advertisements were transcribed for evaluation and use in the CETi and SYS-ED ml: machine-learning frameworks. Standardization has been applied to the case consistency of the content; the punctuation and grammar is that used by IBM in the source copy. It is a representative sample of the CETi aggregation and research from the public domain.

Date Title/Lead in Copy Source
1/1/2009 IBM Training - The Planet is Getting Smarter Magazine Advertisement
10/31/2010 Planning and Design for Smarter Cities from IBM Magazine Advertisement
1/18/2011 Smart Planet - IBM Looking Remarkably Spry Magazine Advertisement
2010-2013 Smarter Technology for a Smarter Planet: Can an Entire Busines be Given a Nervous System?

ibm.com/infrastructure

 Technology Review - 2010 - Vol 113, No. 1 "IS THE CLOUD SAFE?"

On a smarter planet, the datacenter is not simply the heart of IT - It's also the central nervous system of the entire business. IBM is helping companies view their extended infrastructure not as a collection of disconnected pieces, but as an integrated system that connects the data center to all of the digital and physical assets of the business, creating a more dynamic infrastructure. From railway systems to changing needs to power girds that match supply and demand, we're already helping customers improve service, increase flexibility and reduce operating costs by as much as 50%.

A smarter business needs smarter software, systems, and services.

Let's build a smarter planet.
 
2011 Building the Engines of a Smarter Planet.....
 Forbes Magazine Adertisement, August 8 - 2011 Edition
On a smarter planet, midsize companies are no longer restricted by physical computing. Because now with the IBM Virtual Desktop for Smart Business with VERDE from Virtual Bridges, Inc., it's easy and affordble to provide users with remote access to their PC desktops anytime, anywhere. It supports both Window and Linux - and even provides access to virtual desktops with limited or no connectivity. An IBM Business Partner can help you get started.

Midsize businesses are the engines of a Smarter Planet.
2012-2013 Smarter Technology for a Smarter Planet: How to Manage Thousands of Things You Can't Touch.

ibm.com/virtualize		 Transcribed
As virtualization gains momentum, many companies are finding out the hard way that virtual image sprawl can be just as complex and overwhelming as the physical server sprawl it was meant to solve.  Forty years agao, IBM pioneered virtualization. Today, IBM can help you manage, simplify and even automate your virtual environment with a broad range of solutions designed to give you visibility and control over all of your virtual resources - servers, storage, applications, etc.  So you can provision and reconfigure resources in seconds instead of days, driving up efficiencies and setting the stage for new delivery models like cloud computing. Our open approach to virtualization has helped customers reduce capital and operating costs by up to 30% and is becoming an essential building block of a smarter, more dynamic infrastructure. A smarter business needs smarter software, systems and services. Let's build a smarter planet.
 
7/16/2014 Is Your Business Getting Enough Out of the Cloud? Wall Street Journal advertisement - full page
 
9/3/2015 IBM Advertisement - NBR.com (CNBC) with text and screen captures Public domain - internet
 
9/8/2015 Why Do 41 of the Top 42 Banks Choose IBM Security? New York Times advertisement - full page
 
10/6/2015 Welcome to the Cognitive Era New York Times advertisement - full page
 
11/16/2015 Cognitive Education is Here. Outthink Old School
 Wall Street Journal advertisement - full page
How do you keep students students? A Georgia school district uses cognitive technology to look at structured and unstructured data like shared school records and digital curriculums. This helps educators "see"  their students more precisely, tailored teaching to the individual student. When your schools think, you can outthink.

outhink old school
 
2/10/2016

Cognitive Security is Here

ibm.com/outthink

 Wall Street Journal advertisement - full page
In a world where everything is connected, everything is vulnerable. IBM uses cognitive technology to help protect the critical assets of your business. It senses and helps detect millions of hidden threats  from millions of sources and continuously learns how to defeat them. When your business thinks, you can outthink attacks.

outthink threats
 
3/15/2016 Security for the Cognitive Era New York Times advertisement - full page
 
6/15/2016 From the Cockpit. To Your Smartphone. New York Times advertisement - full page
 
6/15/2016 IBM - The Weather Company - An IBM Business, The Weather Channel, Weather Underground

ibm.com/outthink		 New York Times advertisement - full page
 
7/21/2016 IBM Watson When Everything Thinks, You Can Outthink. Wall Street Journal advertisement - full page
 
7/21/2016 IBM Watson and Marchesa Present the First Cognitive Dress: Outhink Ordinary Wall Street Journal advertisement - full page
 
7/26/2016 How Can Lawyers Read Billions of Documents in Seconds to Find What they're Looking for? Wall Street Journal advertisement - full page
To deal with billions of pages of statutes, case law and other document, attorneys are working with Watson to help locate exactly the information they need. ROSS Intelligence uses IBM Watson natural language processing to sift through volumes of data to discover the answers to build a stronger case. Cognitive research is here. To see how Watson is working in your industry, visit ibm.com/outthink

When everything thinks, you can outthink.

outthink overload
 
3/22/2017 Can You Tell Which Dog Will be the Best Guide? With IBM Watson, Guiding Eyes for the Blind Finds Answers Wall Street Journal advertisement - full page
Guide dogs are often the eyes of visually impaired people. The success of the Guiding Eyes training program depends on matching the right puppy with the right person. To help ensure better matches, Guiding Eyes works with Watson. Together they can analyze a dog's genetic records and training data. And that helps more puppies become service dogs.

Only with Watson.

ibm.com/guideyeswithwatson
 
3/31/2017 More Personalized Care. More Therapeutic Options. New York Times advertisement - full page transcribed.
More Quickly. With IBM Watson. UNC Lindberger Made it Happen
 
5/24/2017 I Can Read 5,000 New Medical Studies a Day and Still See Patients. New York Times advertisement - full page
With Watson and IBM Services, doctors on 4 continents can use clinical guidelines, medical literature, and data from patients - equivalent to about 300 million books - to help them give advanced and personalized care. For more information visit ibm.com/you

This is healthcare to the power of IBM.
 
5/25/2017 I Can Turn Weather and Tweets into High-Yield Returns. New York Times advertisement - full page
With IBM Cloud and Systems, bankers are able to combine transactions with structured and unstructured data to detect previously invisible patterns and create new financial products. All in a secure, compliant environment. Learn more at ibm.com/you

This banking to the power of IBM. you IBM

 
5/31/2017 I Can Help 275,000 People Settle Parking Tickets. New York Times - advertisement full page
With Watson and IBM Cloud, a 20-year-old developer built a chatbot that's already helped motorists save over $4 million. Learn more at ibm.com/you

This is coding to the power of IBM. you IBM
 
6/26/2017 I Can Be in 30 Million Places at Once.

ibm.com/you		 New York Times advertisement - full page
With IBM Cloud and Watson IOT, engineers can use IoT data from over 30 million sensors to predict issues before they happen, helping keep anything - from sports cars to wind turbines - running smoothly. Learn more at ibm.com/you

This is manufacturing to the power of IBM.

you; IBM 
 
9/27/2017

 I Can Offer Customers What They Want Before They Want It. Wall Street Journal advertisement - full page
10/25/2017 New York Times - advertisement full page
With Watson, marketers can delight more customers more often. By using weather, shared location and personal data they can predict they'll want it. Find out more at ibm.com/you

This is marketing to the marketing to the power of IBM.  you IBM 
 
10/2/2017 IBM - I Can Spot Trouble from 18,600 Miles Down the Track Wall Street Journal - A20 advertisement full page transcribed.
With IBM Cloud and Watson IoT, railway COOs can spot potential issues before they have to cause a problem. By tracking data from thousands of sensors in real time, they can deliver smoother customer experience - every mile along the way. Find out more at ibm.com/you.

This is transportation to the power of IBM.

You IBM.
 
10/24/2017 IBM - I Can Know Thousands of People I've Never Met Wall Street Journal - advertisement full page
11/6/2017
With IBM Services and Watson, customer service agents can't exactly read minds, but they can know which customer to help first and how to help them better. This helped one company to reduce call resolution times by 99% and saved another company $11.2 million a year. Find out more at ibm.com/you

This is the customer service to the power of IBM. you IBM
 
10/30/2017 IBM - I Can Read 300,000 Pages of Regulations Without Blinking an Eye Wall Street Journal - advertisement full page
With Watson, compliance officers can keep up with 20,000 new or modified regulations a year and 200 revisions a day. Ongoing training by Promontory Financial Group, a market-leading risk management and regulatory compliance consulting firm, allows Watson to help companies avoid costly fines and penalties. Find out more at ibm.com/regtech

This is the compliance to the power of IBM.  you IBM 
 
11/13/2017 IBM - I Can Spot a Bad Apple Among a Billion In Just Seconds. Wall Street Journal - advertisement full page

With IBM Blockchain, companies like Walmart will be able to know where their food was grown and how and when it was shipped. Transparent supply chains help them spot food issues faster - so one bad apple does not become one big headache. Find out more at ibm.com/you

This is supply chain to the power of IBM. you IBM
 
03/12/2018 Flight security threats 60 times faster with AI that sees threats coming. Wall Street Journal - advertisement full page

The IBM Cloud. The cloud for smarter business. Find out more at ibm.com/cloud
 
03/28/2018 Can a Cloud Actually Make Flights Smoother?
 New York Times - advertisement full page
Airlines use the IBM Cloud to integrate customer profiles and analyze maintenance data from IoT sensors to help increase on-time departures. For millions of travelers, it's an upgraded experience. ibm.com/smart

Let's put smart to work. TM
 
04/16/2018 IBM Let's Put Smart to Work. Wall Street Journal - advertisement full page page A18 transcribed.

Keep your insights from prying eyes, so they won't be used by anyone but you. The IBM Cloud is the cloud for smarter business.

Find out more at ibm.com/cloud
 
4/30/2018 "We've Got 65 Million Clients, and We Need to Pay Special Attention to Each One" Wall Street Journal - advertisement full page
transcribed.
Henrique Albuquerque - Bradesco Bank AI Manager "Watson helps us answer thousands of client questions at the same time.

Lauricleia Gomes - Bradesco, a Brazilian bank wanted to improve customer service, they turned to IBM Watson. They taught Watson the nuances of Portuguese and trained Watson with 10 million questions. Now what used to take 10 minutes takes seconds.

Learn more by watching "Serving Millions, One-on-One," a short documentary by Errol Morris.

visit ibm.com/servingmillions

Let's put smart to work.

 
05/14/2018 Forget Horsepower. Now Cars Run on Brainpower. New York Times - advertisement full page
Today, vehicle data securely and privately connects with driver behavior data, traffic conditions and weather forecasts.  This allows Watson Assistant to help automakers offer more personalized journeys. ibm.com/smart

Let's put smart to work.
 
06/04/2018 Sometimes Sunlight is More Powerful After Dark.
 Wall Street Journal - advertisement full page - A18 transcribed.
Today, energy companies work with IBM services to intelligently distribute solar and wind power to a network of batteries. This helps balance the grid and enables renewable energy to be stored when demand is low and available during hours when it's high.

ibm.com/smart

Let's put smart to work.
 
06/18/2018 Let's Put Smart to Work. IBM New York Times - advertisement full page
Work on the cloud with open technology, and open standards. The IBM Cloud ™ is the cloud for smarter business.

Find out more at ibm.com/cloud
 
5/28/2019 Smart Technology Does More than Power Scooters. Wall Street Journal - 2 page extended advertisement
A10 to A11
6/10/2019 New York Times - 2 page extended advertisement
B4 to B5
From helping people manage diabetes to training guide dogs for visually impaired to bringing more transparency to the diamond industry, IBM is working behind the scenes to change the way the world works. Find out how at ibm.com/smart

Let's put smart to work.
 
7/20/2019 ibm.com/apollo50th New York Times -advertisement full page

This boot reached more than the moon.

With every step, it did what so many others couldn't.
It built bridges between rivals.
It paused protestors in the streets.
It inspired cultures to put differences aside.

Fifty years ago,
this boot went beyond its mission
by showing us that a man on the moon had the power to bring millions of people together right here at home.

IBM is proud to have helped make it happen.
Let's take that next giant leap.
whether it leads us back to the moon, all the way to Mars,
or even to finding answers that help unite the world without leaving it at all.

Let's put smart to work.
 
9/8/2019 Problems Drive Us to Close the Gap. Wall Street Journal - advertisement full page
Together with IBM, educators are giving students the skills they need today for the jobs of tomorrow. Smart loves problems. ibm.com/smart

Rashid F. David Founding Principal, P-TECH

Let's put smart to work.
 
9/9/2019 Problems Push Us to Find New Paths.

 New York Times - advertisement full page
Using IBM Watson, developers helped build a guide that makes cities like Tokyo more accessible. Smart loves problems.

Chieko AsaKawa IBM Researcher

ibm.com/smart

Let's put smart to work.
 
10/28/2020 Telco is Going Hybrid. New York Times - advertisement full page
How can you grow a 5G network that's reliable and fast? With a smarter hybrid cloud approach. Get the tools, platform and expertise your business needs from IBM.

The world is going hybrid with IBM.

ibm.com/hybrid
 
5/10/2021 Push Prove Demo Dare Work Wow Spark Solve Think (Note - This is a vertical list in the advertisement.)New York Times - advertisement full page

Register for Think 2021 and rethink everything. Join us on May 11th to get a new perspective on working in today's world. With hybrid cloud and AI, IBM is helping businesses invent, discover and solve problems like no one else.

Sign up today at ibm.com/think
 
11/29/2021 The World is Going Hybrid with IBM. New York Times - advertisement full page
Today your business needs to keep things moving - and be prepared for what's next. With IBM, you can do both. By bringing your data together across clouds, you can modernize applications, automate IT processes, predict, and manage operational issues, and help keep private data secured. That's why so many businesses are working with IBM. ibm.com
 
03/17/2022
06/26/2022		 What if you were a major transit system with billions of passengers taking millions of trips every year? New York Times - advertisement full page
04/25/2022 Wall Street Journal - advertisement full page
You aren't about to let any cyber attacks slow you down. So you partner with IBM to build a security architecture to keep your data, network, and applications protected. Now you can tackle threats so they don't bring you to a grinding halt. And everyone is going places, thinking... your cybersecurity kept an entire city on track? Learn how to protect your business at ibm.com/secure-business

IBM Let's create |
 
03/24/2022 What if you were a global bank who wanted to supercharge your audit system? New York Times - advertisement full page
So you tap IBM to un-silo your data. And with the help of AI, start crunching a year’s worth of transactions against thousands of compliance controls. Now you’re making smarter decisions faster. Operating costs are lower. And everyone is saying … you created smarter ways of putting your data to work? See how data and AI can transform your business at ibm.com/data-fabric

IBM Let’s create |

 
4/4/2022 What if you were a gigantic snack food maker and you had to wrestle a massively complex supply chain to satisfy cravings from Tokyo to Toledo? Wall Street Journal - advertisement full page
4/5/2022 New York Times - advertisement full page
So you partner with IBM Consulting to bring together data and workflows so that every truck driver and merchandiser can serve up jalapeno, sesame, and chocolate-covered goodness with real-time, data-driven precision. So that everyone says … your supply chain had an appetite for performance?

See how your business can accelerate digital transformation at ibm.com/consulting

IBM Let’s create |
 
4/5/2022 What if you were a gigantic snack food maker and you had to wrestle a massively complex supply chain to satisfy cravings from Tokyo to Toledo? New York Times - advertisement full page
So you partner with IBM Consulting to bring together data and workflows so that every truck driver and merchandiser can serve up jalapeno, sesame, and chocolate-covered goodness with real-time, data-driven precision. So that everyone says … What if your supply chain had an appetite for performance? See how your business can accelerate digital transformation at ibm.com/consulting

IBM Let’s create |
 
4/8/2022 What if you were a trendy apparel company facing an avalanche of demand? Wall Street Journal - advertisement full page
To ensure more customers you can buy more Sherpa-lined jackets, you can call IBM to automate your IT infrastructure with AI. Now your systems monitor themselves. What used to take hours now takes minutes. And you have an eCommerce platform designed to handle whatever’s thrown its way, including sudden spikes in overall demand - as in actual overalls. Who knew ….your IT system could roll up their own sleeves?

Discover what IBM automation can do for you at ibm.com/IT-automation

IBM Let’s create
 
6/8/2022 Meet the (Clockwise Arrow) New Creators New York Times - advertisement full page
The visionaries creatively applying
technology in business to drive change.

From left to right -->
Jay Jordan, Co-Founder & COO, Strella Biogtechnology
Katherine Sizoc, Co-Founder & CEO, Strella Biogtechnology
George Boateng, Co-Founder, SuaCode.ai
Aparna Sharma, Cloud Transformation Leader, IBM Consulting
Dr. Rania Khalaf, CIO & CDO, Inari
Stephanie "Snow" Carruthers, Chief People Hacker for X-Force, IBM
Bryan Young, Co-Founder & CEo, Home Lending Pal, IBM Hyper Protect Accelerator Member

IBM Let’s create |       ibm.com/new-creators

ml: Machine-learning Structure - Basic

CETi is using machine-learning in:

  • instructor training and how to use digital resources.

  • the combined use of synchronous and asynchronous instruction and learning.

  • identifying and reducing wasteful expenditure on information technology training using standardized tests to prequalify client/employees.

  • improving the structural feedback and development of multi-tiered documentation support services to improve client/student training outcomes.

Anchor: Moodle   Anchor: NYS BPSS Regulations
X1 ml: Machine-learning Framework = Anchor
Technology Driven
Information Technology Training
X2 ml: Machine-learning Framework = Anchor

ml: Machine-learning Framework
Categorized and Software Specific SYS-ED Websites

ml: Machine-learning Framework
 
Quality Control
Cost Control
Regulatory Compliance
Continuous Update
Aggregation and Presentation
Prototype and Demonstration Code
 
 

Operational Strategy

  
X3 ml: Machine-learning Framework or Pinwheel 
Y- Component Details
Y1
Y2
Yn
X4 ml: Machine-learning Framework or Pinwheel 

ml: Machine-learning Framework

  

ml: Machine-learning Framework
 

Operational Implementation

  
X5 ml: Machine-learning Framework or Pinwheel 
Z - Tactical Details
Z1
Z2
Zn
X6 ml: Machine-learning Framework or Pinwheel 
 
The Y and Z -level rectangles serve as qualifiers / differentiators / explainers.
The rectangles also serve as tuners and ballasts.
Logical ORing and ADDing can be applied through spokes to a circle.

ml: Machine-learning Framework

Chained Machine-learning Frameworks

ml: Machine-learning Framework
:

Chained Machine-learning Pinwheels
  :  

Additional work-in-progress information on the ml: machine-learning structure is available at:

http://www.computeredtech.com/Research/Open_Source_Software/ML_Machine-learning_Framework_and_Pinwheels.htm

Footnote 1:

Discussions and feedback focused on areas of the IBM business model - 1960 - 2000 and strategic planning that could be applied to the development of the SYS-ED and CETi data processing and information technology training services. This included the failure of IBM's investment in SRA, course development process, regional training centers, and the development of the VM/CMS operating system and virtualization software products. This augmented the experiences communicated by Linda Bliden, the SYS-ED VSAM curriculum manager, with her self study in IBM systems software.


Footnote 2:

SYS-ED website url content can be scheduled for review using the online forms on www.computeredtech.com.

http://www.computeredtech.com/Research/Open_Source_Software/ML_Machine-learning_Open_Source_Software.2022.htm


Copyright Acknowledgement

"IBM, the IBM logo, Smarter Planet and the planet icon are trademarks of International Business Machines, Corp., registered in many jurisdictions worldwide. Other product and service names might be trademarks of IBM or other companies.

IBM and IBM logo are trademarks of International Business Machines Corporation, registered in many jurisdictions worldwide. Other product and service names might be trademarks of IBM or other companies.

IBM lists its trademarks on the web at www.ibm.com/legal/copytrade.shtml.