programming - Learning Ecosystems

Resources for Computer Science Education Week (December 5-11, 2022)

On 12/01/2022, in career development, computer science, education, human-computer interaction (HCI), K-12 related, programming, STEAM-related, vendors, youth, by Daniel Christian

Resources for Computer Science Education Week (December 5-11, 2022) — with thanks to Mark Adams for these resources

Per Mark, here are a few resources that are intended to show students how computers can become part of their outside interests as well as in their future careers.

Educating Engineers

A Guide to STEM Activities for Kids
https://educatingengineers.com/resources/stem-activities-for-kids/#Holiday_STEM_Activities_for_Kids

Maryville University

What Is Computer Science? An Introduction to a Limitless Industry
https://online.maryville.edu/online-bachelors-degrees/computer-science/resources/what-is-computer-science/
Online Math Tools for Students
https://online.maryville.edu/blog/math-tools-and-resources-for-students/

Fullstack Academy

How Much Do Coders Make? Salary Potential & Career Outlook
https://www.fullstackacademy.com/blog/how-much-do-coders-make

Also see:

This Copyright Lawsuit Could Shape the Future of Generative AI — from wired.com by Will Knight
Algorithms that create art, text, and code are spreading fast—but legal challenges could throw a wrench in the works.

Excerpts:

A class-action lawsuit filed in a federal court in California this month takes aim at GitHub Copilot, a powerful tool that automatically writes working code when a programmer starts typing. The coder behind the suit argues that GitHub is infringing copyright because it does not provide attribution when Copilot reproduces open-source code covered by a license requiring it.
…
Programmers have, of course, always studied, learned from, and copied each other’s code. But not everyone is sure it is fair for AI to do the same, especially if AI can then churn out tons of valuable code itself, without respecting the source material’s license requirements. “As a technologist, I’m a huge fan of AI ,” Butterick says. “I’m looking forward to all the possibilities of these tools. But they have to be fair to everybody.”

Whatever the outcome of the Copilot case, Villa says it could shape the destiny of other areas of generative AI. If the outcome of the Copilot case hinges on how similar AI-generated code is to its training material, there could be implications for systems that reproduce images or music that matches the style of material in their training data.

Also legal-related, see:

Columbia, Georgetown and Stanford Law Schools Quit ‘U.S. News’ — from insidehighered.com by Scott Jaschik

Also related to AI and art/creativity from Wired.com, see:

Picture Limitless Creativity at Your Fingertips — by Kevin Kelly
Artificial intelligence can now make better art than most humans. Soon, these engines of wow will transform how we design just about everything.
This Uncensored AI Art Tool Can Generate Fantasies—and Nightmares — by Will Knight
Open source project Stable Diffusion allows anyone to conjure images with algorithms, but some fear it will be used to create unethical horrors.
Who Will Own the Art of the Future? — by Jessica Rizzo
OpenAI has announced that it’s granting Dall-E users the right to commercialize their art. For now.

Important trends in AI

On 11/15/2022, in 21st century, algorithms, Artificial Intelligence / Machine Learning / Deep Learning, biology, bots, change, changing business models, chemistry, collaboration, computer science, ethics, future, platforms, programming, research, robotics, science, trends, by Daniel Christian

These are the most important AI trends, according to top AI experts — from nexxworks.com
Somewhat in the shadow of the (often) overhyped metaverse and Web3 paradigms, AI seems to be developing at great speed. That’s why we asked a group of top AI experts in our network to describe what they think are the most important trends, evolutions and areas of interest of the moment in that domain.

Excerpt:

All of them have different backgrounds and areas of expertise, but some patterns still emerged in their stories, several of them mentioning ethics, the impact on the climate (both positively and negatively), the danger of overhyping, the need for transparency and explainability, interdisciplinary collaborations, robots and the many challenges that still need to be overcome.

But let’s see what they have to say, shall we?

Also relevant/see:

AI IS REVOLUTIONIZING EVERY FIELD AND SCIENCE IS NO EXCEPTION — from dataconomy.com by KEREM GÜLEN

Table of Contents

Artificial intelligence in science
- Artificial intelligence in science: Biology
- Artificial intelligence in science: Physics
- Artificial intelligence in science: Chemistry
AI in science and research
- How is AI used in scientific research?
  - Protein structures can be predicted using genetic data
  - Recognizing how climate change affects cities and regions
  - Analyzing astronomical data
AI in science examples
- Interpreting social history with archival data
- Using satellite images to aid in conservation
- Understanding complex organic chemistry
Conclusion

Also relevant/see:

How ‘Responsible AI’ Is Ethically Shaping Our Future — from learningsolutionsmag.com by Markus Bernhardt
Excerpt:
The PwC 2022 AI Business Survey finds that “AI success is becoming the rule, not the exception,” and, according to PwC US, published in the 2021 AI Predictions & 2021 Responsible AI Insights Report, “Responsible AI is the leading priority among industry leaders for AI applications in 2021, with emphasis on improving privacy, explainability, bias detection, and governance.”
Why you need an AI ethics committee — from enterprisersproject.com by Reid Blackman (requires providing email address to get the article)

Radar Trends to Watch: November 2022 [Loukides]

On 11/05/2022, in 21st century, algorithms, Artificial Intelligence / Machine Learning / Deep Learning, bots, computer science, data mining, digital audio, music, platforms, programming, by Daniel Christian

Radar Trends to Watch: November 2022 — from oreilly.com by Mike Loukides
Developments in AI, Programming, Quantum Computing, and More

Excerpts:

Maintaining a separate category for AI is getting difficult. We’re seeing important articles about AI infiltrating security, programming, and almost everything else; even biology. That sounds like a minor point, but it’s important: AI is eating the world. What does it mean when an AI system can reconstruct what somebody wants to say from their brainwave? What does it mean when cultured brain cells can be configured to play Pong? They don’t play well, but it’s not long since that was a major achievement for AI.

The creators of StableDiffusion have announced HarmonyAI, a community for building AI tools for generating music. They have released an application called Dance Diffusion.

Google’s new AI can hear a snippet of song—and then keep on playing — from technologyreview.com by Tammy Xuarchive
The technique, called AudioLM, generates naturalistic sounds without the need for human annotation.

“Get Ready to Relearn How to Use the Internet” + several other items re: AI

On 11/02/2022, in 21st century, 24x7x365 access, algorithms, Artificial Intelligence / Machine Learning / Deep Learning, business, change, computer science, content aggregration, content development, content repositories, corporate / business world, data mining, emerging technologies, entrepreneurship, future, game-changing environment, generational differences, global / globalization, human-computer interaction (HCI), ideas, innovation, intelligent systems, intelligent tutoring, IT in HE, languages and translation, Learning from the Living [Class] Room, Natural Language Processing (NLP), NVIDIA, platforms, programming, skills, social learning / networks, society, vendors, vision/possibilities, by Daniel Christian

Get Ready to Relearn How to Use the Internet — from bloomberg.com by Tyle Cowen; with thanks to Sam DeBrule for this resource
Everyone knows that an AI revolution is coming, but no one seems to realize how profoundly it will change their day-to-day life.

Excerpts:

This year has brought a lot of innovation in artificial intelligence, which I have tried to keep up with, but too many people still do not appreciate the import of what is to come. I commonly hear comments such as, “Those are cool images, graphic designers will work with that,” or, “GPT-3 is cool, it will be easier to cheat on term papers.” And then they end by saying: “But it won’t change my life.”

This view is likely to be proven wrong — and soon, as AI is about to revolutionize our entire information architecture. You will have to learn how to use the internet all over again.
…
Change is coming. Consider Twitter, which I use each morning to gather information about the world. Less than two years from now, maybe I will speak into my computer, outline my topics of interest, and somebody’s version of AI will spit back to me a kind of Twitter remix, in a readable format and tailored to my needs.

The AI also will be not only responsive but active. Maybe it will tell me, “Today you really do need to read about Russia and changes in the UK government.” Or I might say, “More serendipity today, please,” and that wish would be granted.

Of course all this is just one man’s opinion. If you disagree, in a few years you will be able to ask the new AI engines what they think.

Some other recent items from Sam DeBrule include:

Natural Language Assessment: A New Framework to Promote Education — from ai.googleblog.com by Kedem Snir and Gal Elidan

Excerpt:

In this blog, we introduce an important natural language understanding (NLU) capability called Natural Language Assessment (NLA), and discuss how it can be helpful in the context of education. While typical NLU tasks focus on the user’s intent, NLA allows for the assessment of an answer from multiple perspectives. In situations where a user wants to know how good their answer is, NLA can offer an analysis of how close the answer is to what is expected. In situations where there may not be a “correct” answer, NLA can offer subtle insights that include topicality, relevance, verbosity, and beyond. We formulate the scope of NLA, present a practical model for carrying out topicality NLA, and showcase how NLA has been used to help job seekers practice answering interview questions with Google’s new interview prep tool, Interview Warmup.

How AI could help translate extreme weather alerts — from axios.com by Ayurella Horn-Muller

Excerpt:

A startup that provides AI-powered translation is working with the National Weather Service to improve language translations of extreme weather alerts across the U.S.

Using GPT-3 to augment human intelligence — from escapingflatland.substack.com by Henrik Karlsson

Excerpt:

When I’ve been doing this with GPT-3, a 175 billion parameter language model, it has been uncanny how much it reminds me of blogging. When I’m writing this, from March through August 2022, large language models are not yet as good at responding to my prompts as the readers of my blog. But their capacity is improving fast and the prices are dropping.

Soon everyone can have an alien intelligence in their inbox.

“The HundrED Global Collection 2023” + 7 other items re: the K-12 learning ecosystem

On 10/26/2022, in 21st century, Africa, architecture, art, Artificial Intelligence / Machine Learning / Deep Learning, Asia, assessment, Australia, blended learning, Canada, collaboration, communications, communities of practice, creativity, design, Design Thinking, digital audio, digital storytelling, digital video, drama/theater, education, education technology, educational games / serious games, engagement / engaging students, entrepreneurship, ethics, Europe, experimentation, global / globalization, health, India, innovation, K-12 related, languages and translation, leadership, learning ecosystem, marketing/social marketing, mathematics, morals/values, more voice more choice more control, multimedia, music, online learning, personalized/customized learning, platforms, productivity / tips and tricks, professional development, programming, project-based learning, reading, real-world assignments, robotics, social media, society, storytelling, strategy, student-related, teachers, tools, UK, United States, vendors, by Daniel Christian

HundrED Global Collection 2023 — from hundred.org
Meet the 100 most impactful innovations that are changing the face of education in a post-COVID world.

Excerpt:

The year 2022 has been a year to look to the future, as the global education conversation moves again toward themes of education transformation and the futures of education. The 100 innovations selected for this year’s global collection are impacting the lives of over 95 million students worldwide. The collection highlights the important role of teachers in education innovation; the continued need for students to develop 21st century skills, including social and emotional learning; an increasing focus on student wellbeing and mental health; and equity in education.

For more information, download the full Global Collection 2023 report.
You can also browse the innovation pages of the selected innovators here.
.

From DSC:
Here’s an excerpt of the email I received today from EducationHQ out of Australia — though I think it applies here in the United States as well:

.

Amplify and value teachers’ voice in education policymaking: researchers — from educationhq.com
Amplify and value teachers’ voice in education policymaking: researchers

Excerpt:

Monash University’s Teachers’ Perceptions of their Work Survey has revealed teachers’ waning satisfaction in their role and highlighted their…

Also from educationhq.com

Teachers changed my life: Trauma-informed education shows kids they matter — from educationhq.com by Beck Thompson
.

Nonprofit Bringing Businesses to Life in the Classroom — to the Tune of $400,000 — from the74million.org by Tim Newcomb
Making candles out of crayons, building birdhouses, fashioning furniture: Real World Scholars has helped 50,000 students become entrepreneurs

Not much entices a second grader to skip out on recess to get back to schoolwork. But excitement around a classroom-run business can do just that, especially when it means creating candles out of crayons and selling them in the local community.

Students design their ideal urban home in My ArchiSchool exhibition — from dezeen.com

Excerpt:

Promotion: fifty-two students presented digital designs and architectural models of their ideal home as part of Hong Kong-based education institute My ArchiSchool’s latest exhibition. As part of the exhibition, My ArchiSchool students were asked to design their ideal home within an urban environment. The exhibition, which took place on 2 October 2022 at the Sky100 on the 100th floor of the International Commerce Centre in Hong Kong, showcased photomontages of digital designs presented alongside physical models.

5 Resources that help students become digital citizens — from rdene915.com by Rachelle Dene Poth

Excerpt:

We need to create opportunities for students to become more digitally aware and literate, and to be responsible when using technology. There are many ways to do this, depending on our content area and grade level. We can model best practices for our students, bring in a specific digital citizenship curriculum to guide them through their learning, or use digital tools and resources available to have students explore and create.

Helping students learn to safely navigate what has become a highly digital world is something that we are all responsible for. Students need to be aware of the impact of their posts online, how to create and manage social accounts and protect their information, and how to properly access and use resources they obtain through technology.

3 Reasons School and District Leaders Should Get on Social Media — from edweek.org by Marina Whiteleather

Excerpt:

School and district leaders can—and should—be using social media in their work.

That’s the message shared by Stephanie McConnell, a superintendent in the Hawkins Independent School District in Texas, and Salome Thomas-El, a K-8 principal in Delaware, during an Education Week K-12 Essentials forum on Oct. 13.

At the event, McConnell and Thomas-El provided insights and advice for school leaders who are hesitant to post on certain social platforms or unsure how to use them.

Deloitte State of AI Report 2022 calls out underachievers — from venturebeat.com by Sharon Goldman

Excerpt:

Deloitte released the fifth edition of its State of AI in the Enterprise research report today, which surveyed more than 2,600 global executives on how businesses and industries are deploying and scaling artificial intelligence (AI) projects.

Most notably, the Deloitte report found that while AI continues to move tantalizingly closer to the core of the enterprise – 94% of business leaders agree that AI is critical to success over the next five years – for some, outcomes seem to be lagging.

What is a surprise, she added, is how quickly the AI landscape is changing – to the point that what began as an every-other-year Deloitte report is now created annually.

From DSC:
I’m reminded of some graphics here…

Also relevant/see:

‘State of AI in the Enterprise’ Fifth Edition Uncovers Four Key Actions to Maximize AI Value — from deloitte.com
Research reveals the key actions leaders can take to accelerate AI outcomes

Key takeaways

For Deloitte’s “State of AI in the Enterprise,” Fifth Edition, we surveyed 2,620 global business leaders representing six industry areas and dozens of sectors. Key findings include:

Ninety-four percent of business leaders surveyed agree that AI is critical to success over the next five years.
Seventy-nine percent of leaders say they have fully deployed three or more AI applications, compared to 62% last year.
There was a 29% increase in the number of respondents self-identifying as “underachievers,” suggesting that many organizations are struggling to achieve meaningful AI outcomes.
Top challenges associated with scaling according to respondents are managing AI-related risk (50%), lack of executive commitment (50%), lack of maintenance and post launch support (50%).

The Most STOP-Enabled Innovators of 2022 — from yassprize.org
MEET THE 32

Excerpt:

This year’s 32 semifinalists come from 23 different states and really prove that innovation is alive and well in education. Micro schools, pods and hybrid learning environments almost unheard of two years ago are now being utilized by parents and educators across the nation. Traditional public schools that operate more like a charter and charters that continue to flourish outside of traditional systems, private schools serving specialized populations that are often overlooked and leaders in the ed tech space who provide remarkable tools that can be integrated into any of the other full service models we are celebrating today. Truly a remarkable group of visionaries that are transformational exemplars for all in this tumultuous 2022!

Also relevant/see:

Semifinalists for the $1 Million Yass Prize Announced — from yassprize.org

U-M partners with Google to offer job-ready tech skills program — from record.umich.edu by Sean Corp

Excerpt:

A new flexible online training program on data science will prepare job-seekers in Michigan and beyond to quickly enter one of the fastest-growing labor markets and advance their careers.

The Center for Academic Innovation created the program, “Data Analytics in the Public Sector with R,” for data science and other professionals interested in how public data sets can drive decisions and policymaking in the public sector. The course complements current Google career certificates, flexible online “Grow with Google” job-training programs for high-demand fields.

Also relevant/see:

Google Cloud and edX Partner to Launch Cloud Computing Professional Certificate — from prnewswire.com 2U, Inc.

Excerpt:

MOUNTAIN VIEW, Calif. and CAMBRIDGE, Mass., Oct. 12, 2022 /PRNewswire/ — Google Cloud and edX, a leading global online learning platform from 2U, Inc. (Nasdaq: TWOU), today announced the launch of a Professional Certificate program in Google Cloud Computing Foundations. The certificate will bring edX’s global community of 45 million learners access to skills that are central to cloud basics, big data, machine learning, and where and how Google Cloud fits in. Registration is open today at www.edx.org, with courses beginning November 2022.

“We are excited to launch our Google Cloud training content on the edX platform,” said Chris Pirie, Director of Google Cloud Learning Profile and Partnerships. “This partnership presents a fantastic opportunity for learners around the world to build in-demand cloud skills on a proven learning platform.”

AI/ML in EdTech: The Miracle, The Grind, and the Wall [Feldstein]

On 10/03/2022, in 21st century, algorithms, Artificial Intelligence / Machine Learning / Deep Learning, bots, computer science, data mining, education technology, emerging technologies, ethics, future of higher education, higher education, morals/values, programming, society, by Daniel Christian

AI/ML in EdTech: The Miracle, The Grind, and the Wall — from eliterate.us by Michael Feldstein

Excerpt:

Essentially, I see three stages in working with artificial intelligence and machine learning (AI/ML). I call them the miracle, the grind, and the wall. These stages can have implications for both how we can get seduced by these technologies and how we can get bitten by them. The ethical implications are important.

4 Ways That Web Developers Can Learn More About Accessibility [boia.org]

On 09/30/2022, in accessibility / UDL, computer science, programming, web design and production, by Daniel Christian

4 Ways That Web Developers Can Learn More About Accessibility — from boia.org

Excerpt:

As a web developer, you know the importance of writing clean code — and limiting trouble tickets as much as possible, particularly in the first stages of product development.

An inclusive approach can help you meet those goals. When you consider the needs, preferences, and expectations of users with disabilities, you can serve your content to the broadest possible group of people. Accessible design can also reduce the time you spend on remediations and help you build components that work better for all users (including those who don’t live with disabilities).

By building your knowledge of digital accessibility, you can start enjoying the benefits. Here’s how to get started.

DC: Now you’re talking! A team-based effort to deliver an Associate’s Degree for 1/3 of the price! Plus a job-ready certificate from Google, IBM, or Salesforce

On 09/08/2022, in 21st century, 24x7x365 access, adjunct faculty, business, career development, changing business models, collaboration, colleges, community colleges, computer science, content aggregration, content development, content repositories, corporate / business world, cost of getting a degree, Daniel S. Christian, disruption, faculty, game-changing environment, higher education, ideas, innovation, instructional design, learning ecosystem, Learning Experience Design, Learning from the Living [Class] Room, learning preferences, learning spaces, liberal arts, New "Amazon.com" of Higher Education, new business models, online learning, online media, platforms, programming, skills, United States, universities, by Daniel Christian

From DSC:
Now you’re talking! A team-based effort to deliver an Associate’s Degree for 1/3 of the price! Plus a job-ready certificate from Google, IBM, or Salesforce. Nice.

Check these items out!

We started Outlier because we believe that students deserve better. So we worked from the ground up to create the best online college courses in the world, just for curious-minded learners like you.

The brightest instructors, available on-demand. Interactive materials backed by cognitive science. Flexible timing. And that’s just the beginning.

Outlier.org

MasterClass’s Co-Founder Takes on the Community-College Degree — from wsj.com by Lindsay Ellis
A new, online-only education model promises associate degrees via prerecorded lectures from experts at Yale, NASA and other prestigious institutions

Excerpts (emphasis DSC):

One of the founders of the celebrity-fueled, e-learning platform MasterClass is applying the same approach to the humble community-college degree—one based on virtual, highly produced lectures from experts at prestigious institutions around the country.
…
The two-year degrees—offered in applied computing, liberal studies or business administration—will be issued by Golden Gate University, a nonprofit institution in San Francisco. Golden Gate faculty and staff, not the lecturers, will be the ones to hold office hours, moderate virtual discussions and grade homework, said Outlier, which is announcing the program Wednesday and plans to start courses in the spring.

Golden Gate University and Outlier.org Reinvent Affordable College with Degrees+ — from prnewswire.com

Excerpt:

For less than one-third the price of the national average college tuition, students will earn an associate degree plus a job-ready certificate from Google, IBM, or Salesforce

NEW YORK, Sept. 7, 2022 /PRNewswire/ — Golden Gate University is launching Degrees+, powered by Outlier.org, with three associate degrees that reimagine the two-year degree for a rising generation of students that demand high quality education without the crushing cost. For annual tuition of $4,470 all-inclusive, students will earn a two-year degree that uniquely brings together the best of a college education with a career-relevant industry certificate.

Beginning today, students can apply to be part of the first class, which starts in Spring 2023.

“Imagine if everyone had the option to go to college with top instructors from Harvard, Yale, Google, and NASA via the highest-quality online classes. By upgrading the two-year degree, we can massively reduce student debt and set students up for success, whether that’s transferring into a four-year degree or going straight into their careers.”

Aaron Rasmussen, CEO and founder of Outlier.org
and co-founder of MasterClass

Outlier.org & Universities Call for Greater Credit Transfer Transparency — from articles.outliner.org

Excerpt:

“Outlier.org is working with leading institutions across the country to build a new kind of on-ramp to higher education,” said Aaron Rasmussen, CEO and Founder of Outlier.org. “By partnering with schools to build bridges from our courses into their degree programs, we can help students reduce the cost of their education and graduate faster.”

From DSC:
All of this reminds me of a vision I put out on my Calvin-based website at the time (To His Glory! was the name of the website.) The vision was originally called “The Forthcoming Walmart of Education” — which I renamed to “EduMart Education.”

By the way…because I’m not crazy about Walmart, I’m not crazy about that name. In today’s terms, it might be better called the new “Amazon.com of Higher Education” or something along those lines. But you get the idea. Lower prices due to new business models.

.

Radar Trends to Watch: September 2022 Developments in AI, Privacy, Biology, and More — from oreilly.com by Mike Loukides

Excerpt:

It’s hardly news to talk about the AI developments of the last month. DALL-E is increasingly popular, and being used in production. Google has built a robot that incorporates a large language model so that it can respond to verbal requests. And we’ve seen a plausible argument that natural language models can be made to reflect human values, without raising the question of consciousness or sentience.

For the first time in a long time we’re talking about the Internet of Things. We’ve got a lot of robots, and Chicago is attempting to make a “smart city” that doesn’t facilitate surveillance. We’re also seeing a lot in biology. Can we make a real neural network from cultured neurons? The big question for biologists is how long it will take for any of their research to make it out of the lab.

Radar Trends to Watch: August 2022 [Loukides]

On 08/10/2022, in 21st century, Artificial Intelligence / Machine Learning / Deep Learning, computer science, emerging technologies, Google, health, innovation, languages and translation, Microsoft, open courseware and systems, platforms, programming, trends, United States, vendors, Web3, by Daniel Christian

Radar Trends to Watch: August 2022 — from oreilly.com by Mike Loukides
Developments in Security, Quantum Computing, Energy, and More

Excerpt:

The large model train keeps rolling on. This month, we’ve seen the release of Bloom, an open, large language model developed by the BigScience collaboration, the first public access to DALL-E (along with a guide to prompt engineering), a Copilot-like model for generating regular expressions from English-language prompts, and Simon Willison’s experiments using GPT-3 to explain JavaScript code.

On other fronts, NIST has released the first proposed standard for post-quantum cryptography (i.e., cryptography that can’t be broken by quantum computers). CRISPR has been used in human trials to re-engineer a patient’s DNA to reduce cholesterol. And a surprising number of cities are paying high tech remote workers to move there.

Impatient for workers, businesses help students take college shortcuts — from hechingerreport.org by Lilah Burke
Employers and states are adding faster-paced skills training for people who want to forgo college

Excerpt:

It’s part of an accelerating movement of noncredit, short-term training programs, not just in technology, but in many fields for which students are impatient for jobs and employers for workers who want to leapfrog their way to careers — and do it without necessarily spending the years and money it takes to earn a university degree.

These are among the ways “employers are creating the solutions they need in order to deal with their talent demands,” said Bridgette Gray, chief customer officer at Opportunity@Work, a nonprofit that encourages employers to hire more people without degrees.

Now some companies, motivated by a mix of corporate social responsibility and the need for talent, are edging toward a new model in which they create their own, or hire from other, training programs.

Learning Ecosystems

This Copyright Lawsuit Could Shape the Future of Generative AI [Knight]

Important trends in AI

Radar Trends to Watch: November 2022 [Loukides]

Deloitte State of AI Report 2022 calls out underachievers [Sharon Goldman]

U-M partners with Google to offer job-ready tech skills program [Corp]

AI/ML in EdTech: The Miracle, The Grind, and the Wall [Feldstein]

4 Ways That Web Developers Can Learn More About Accessibility [boia.org]

DC: Now you’re talking! A team-based effort to deliver an Associate’s Degree for 1/3 of the price! Plus a job-ready certificate from Google, IBM, or Salesforce

Radar Trends to Watch: September 2022 [Loukides]

Radar Trends to Watch: August 2022 [Loukides]

Impatient for workers, businesses help students take college shortcuts [Burke]

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