intelligent tutoring - Learning Ecosystems

“It also plans to integrate each student’s AI-based virtual assistant ‘Genie’ into the metaverse as 3D virtual assistants” [Soulunii]

On 05/18/2022, in 21st century, 24x7x365 access, 3D, Artificial Intelligence / Machine Learning / Deep Learning, attention, CMS/LMS, content aggregration, content development, content repositories, corporate universities / corporate training, credentialing, digital learning, education, education technology, educational games / serious games, engagement / engaging students, entrepreneurship, experimentation, face-to-face, future, future of higher education, game-changing environment, higher education, India, innovation, instructional design, intelligent systems, intelligent tutoring, K-12 related, learning, learning agents, learning ecosystem, Learning Experience Design, Learning from the Living [Class] Room, learning hubs & pods, learning preferences, learning spaces, lifelong learning, love of learning, Metaverse, multimedia, New "Amazon.com" of Higher Education, online learning, personalized/customized learning, platforms, play, teaching & learning, tools, training / L&D, user experience (UX), vendors, Virtual Reality (VR) / worlds / learning, vision/possibilities, web-based collaboration, Web3, by Daniel Christian

Entrepreneur Education Platform GeniusU Raises $1.5M Seed Funding at $250M Valuation — from edtechreview.in ed by Stephen Soulunii

Excerpt (emphasis DSC):

Genius Group has recently announced that its EdTech arm, GeniusU Ltd, has raised $1.5 million in a seed round to support the development of its Genius Metaversity virtual learning plans.
…
With the fresh funding, GeniusU plans to extend its courses and programs to interactive learning environments in the metaverse, with students and faculty connecting and learning in global classrooms and virtual 3D environments. It also plans to integrate each student’s AI-based virtual assistant ‘Genie’ into the metaverse as 3D virtual assistants that accompany each student on their personalized journey and integrate its GEMs (Genius Education Merits) student credits into the metaverse. GEMs are earned by students as they learn and can be spent on products and services within GeniusU and counting towards their certifications.

The amazing opportunities of AI in the future of the educational metaverse [Darbinyan]

On 04/29/2022, in algorithms, Artificial Intelligence / Machine Learning / Deep Learning, bots, colleges, communications, communities of practice, community colleges, content development, corporate universities / corporate training, digital audio, digital learning, digital video, distance education, education, education technology, educational games / serious games, emerging technologies, engagement / engaging students, experimentation, Facebook / Meta Platforms, future, future of higher education, game-changing environment, higher education, human-computer interaction (HCI), ideas, immersion, innovation, instructional design, intelligent systems, intelligent tutoring, IT in HE, K-12 related, languages and translation, learning, learning ecosystem, Learning Experience Design, Learning from the Living [Class] Room, learning preferences, learning spaces, library / librarians, lifelong learning, Metaverse, Michigan, more choice more control, multimedia, Natural Language Processing (NLP), NVIDIA, online learning, personalized/customized learning, student-related, teachers, teaching & learning, teaching online, technologies for your home, United States, universities, virtual field trips, Virtual Reality (VR) / worlds / learning, virtual tutoring, vision/possibilities, visualizing information, voice recognition / voice enabled interfaces, wearables, web-based collaboration, Web3, by Daniel Christian

The amazing opportunities of AI in the future of the educational metaverse — from forbes.com by Rem Darbinyan

Excerpt:

Looking ahead, let’s go over several potential AI-backed applications of the metaverse that can empower the education industry in many ways.

Multilingual Learning Opportunities
Language differences may be a real challenge for students from different cultures as they may not be able to understand and keep up with the materials and assignments. Artificial intelligence, VR and AR technologies can enhance multilingual accessibility for learners no matter where they are in the world. Speech-to-text, text-to-speech and machine translation technologies enrich the learning process and create more immersive learning environments.
…
AI can process multiple languages simultaneously and provide real-time translations, enabling learners to engage with the materials in the language of their choice. With the ability to instantly transcribe speech across multiple languages, artificial intelligence removes any language barriers for students, enabling them to be potentially involved, learn and communicate in any language.

Artificial Intelligence (AI) in Education Market size exceeded USD 1 billion in 2020 and is expected to grow at a CAGR of over 40% between 2021 and 2027. (source)

Along the lines of innovation within our educational learning ecosystems, see:

3 Questions for Coursera’s Betty Vandenbosch & U-M’s Lauren Atkins Budde on XR — from insidehighered.com by Joshua Kiim
How might extended reality shape the future of learning?

Excerpts (emphasis DSC):

[Lauren Atkins Budde] “Being able to embed quality, effective extended reality experiences into online courses is exponentially a game-changer. One of the persistent constraints of online learning, especially at scale, is how do learners get hands-on practice? How do they experience specific contexts and situations? How do they learn things that are best experienced? XR provides that opportunity for actively doing different kinds of tasks, in various environments, in ways that would otherwise not be possible. It will open up Lauren Atkins Buddeboth how we teach online and also what we teach online.”
…
These courses are really exciting and cover a broad range of disciplines, which is particularly important. To choose the right subjects, we did an extensive review of insights from industry partners, learners and market research on in-demand and emerging future-of-work skills and then paired that with content opportunities where immersive learning is really a value-add and creates what our learning experience designers call “embodied learning.”

Addendum on 5/1/22:
Can the Metaverse Improve Learning? New Research Finds Some Promise — from edsurge.com by Jeffrey R. Young

“The findings support a deeper understanding of how creating unique educational experiences that feel real (i.e., create a high level of presence) through immersive technology can influence learning through different affective and cognitive processes including enjoyment and interest,” Mayer and his colleagues write.

Now we just need a “Likewise TV” for learning-related resources! [Christian]

On 03/29/2022, in 21st century, 24x7x365 access, 5G, A/V -- audio/visual, adult learning, algorithms, Alternatives, analytics, Artificial Intelligence / Machine Learning / Deep Learning, assistive technologies, cloud-based computing / apps / other cloud-related, collaboration, colleges, communities of practice, community colleges, content aggregration, content development, content repositories, convergence, corporate / business world, corporate universities / corporate training, Daniel S. Christian, digital learning, education technology, educational games / serious games, elearning, emerging technologies, future, future of higher education, higher education, homeschooling/homeschoolers, human-computer interaction (HCI), Hyflex learning, ideas, innovation, instructional design, intelligent systems, intelligent tutoring, internet, K-12 related, law schools, learner profiles, learning, learning agents, learning ecosystem, Learning from the Living [Class] Room, learning hubs & pods, learning preferences, learning spaces, lifelong learning, marketplaces, media/film, microlearning, MOOCs -- Massive Open Online Courses, more choice more control, multimedia, Natural Language Processing (NLP), New "Amazon.com" of Higher Education, online learning, personalized/customized learning, platforms, reinvent, skills, smart classrooms, smart/connected TV, social learning / networks, society, streams of content, technologies for your home, telepresence, television, tools, ubiquitous learning, United States, universities, vendors, videoconferencing, Virtual Reality (VR) / worlds / learning, vision/possibilities, vocational / trades, web-based collaboration, by Daniel Christian

Likewise TV Brings Curation to Streaming — from lifewire.com by Cesar Aroldo-Cadenas
And it’s available on iOS, Android, and some smart TVs

All your streaming services in one place. One search. One watchlist. Socially powered recommendations.

Entertainment startup Likewise has launched a new recommendations hub that pulls from all the different streaming platforms to give you personalized picks.
…
Likewise TV is a streaming hub powered by machine learning, people from the Likewise community, and other streaming services. The service aims to do away with mindlessly scrolling through a menu, looking for something to watch, or jumping from one app to another by providing a single location for recommendations.
…
Note that Likewise TV is purely an aggregator.

Also see:

From DSC:
Now we need this type of AI-based recommendation engine, aggregator, and service for learning-related resources!

I realize that we have a long ways to go here — as a friend/former colleague of mine just reminded me that these recommendation engines often miss the mark. I’m just hoping that a recommendation engine like this could ingest our cloud-based learner profiles and our current goals and then present some promising learning-related possibilities for us. Especially if the following graphic is or will be the case in the future:

Here’s what I’ve learned about building skills and how skills shape your career.
A visual thread (1/11) ?

1. Degrees don’t age well. Your current skills and skill level tell organizations more about your real value. pic.twitter.com/Z1edxrYAB1

— Jeff Kortenbosch ?? (@jeffkortenbosch) March 13, 2022

Also relevant/see:

Samsung’s New M8 Monitor Combines Entertainment and Work — from lifewire.com by Cesar Cadenas

From DSC:
Some interesting/noteworthy features:

“The 32- inch display has Wi-Fi capabilities to supports multiple streaming services, can stream smartphone content, and comes with a removable SlimFit Cam.”
The M8 has Wi-Fi connectivity for its native streaming apps so you won’t have to connect to a computer to watch something on Netflix. And its Far Field Voice mic can be used w/ the Always On feature to control devices like Amazon Alexa with your voice, even if the monitor is off.
“You can also connect devices to the monitor via the SmartThings Hub, which can be tracked with the official SmartThings app.”

I wonder how what we call the TV (or television) will continue to morph in the future.

Addendum on 3/31/22 from DSC:
Perhaps people will co-create their learning playlists…as is now possible with Spotify’s “Blend” feature:

Today’s Blend update allows you to share your personal Spotify playlists with your entire group chat—up to 10 users. You can manually invite these friends and family members to join you from in the app, then Spotify will create a playlist for you all to listen to using a mixture of everyone’s music preferences. Spotify will also create a special share card that everyone in the group can use to save and share the created playlist in the future.

Holograms? Check! Now what? [Bieniek @ Webex]

On 02/17/2022, in 21st century, 24x7x365 access, 3D, A/V -- audio/visual, Artificial Intelligence / Machine Learning / Deep Learning, cloud-based computing / apps / other cloud-related, collaboration, colleges, communications, community colleges, corporate / business world, corporate universities / corporate training, experimentation, future, future of higher education, game-changing environment, higher education, Holographic comms, homeschooling/homeschoolers, human-computer interaction (HCI), immersion, innovation, instructional design, intelligent tutoring, K-12 related, law schools, learning, learning agents, learning ecosystem, Learning from the Living [Class] Room, learning hubs & pods, learning preferences, learning spaces, Legal operations, library / librarians, Metaverse, multimedia, Natural Language Processing (NLP), online learning, online media, online tutoring, participation, smart/connected TV, society, teaching online, technologies for your home, telelegal, telemedicine / telehealth / virtual health, tools, training / L&D, ubiquitous learning, universities, user experience (UX), vendors, videoconferencing, Virtual courts, virtual field trips, virtual K-12 schools, Virtual Reality (VR) / worlds / learning, virtual tutoring, vision/possibilities, visualizing information, vocational / trades, voice recognition / voice enabled interfaces, web-based collaboration, Web3, by Daniel Christian

Holograms? Check! Now what? — from blog.webex.com by Elizabeth Bieniek

Excerpt (emphasis DSC):

Two years ago, I wrote about the Future of Meetings in 2030 and hinted at an effort my team was building to make this a reality. Now, we have publicly unveiled Webex Hologram and brought the reality of a real-time, end-to-end holographic meeting solution to life.

With Webex Hologram, you can feel co-located with a colleague who is thousands of miles away. You can share real objects in incredible multi-dimensional detail and collaborate on 3D content to show perspective, share, and approve design changes in real-time, all from the comfort of your home workspace.

As the hype dies down, the focus on entirely virtual experiences in fanciful environments will abate and a resurgence in focus on augmented experiences—interjecting virtual content into the physical world around you for an enhanced experience that blends the best of physical and virtual—will emerge.

The ability to have curated information at one’s fingertips, still holds an incredible value prop that has yet to be realized. Applying AI to predict, find, and present this type of augmented information in both 2D and 3D formats will become incredibly useful.

From DSC:
As I think of some of the categories that this posting about establishing a new kind of co-presence relates to, there are many relevant ones:

21st century
24x7x365
3D
Audio/Visual (A/V)
Artificial Intelligence (AI)
Cloud-based
Collaboration/web-based collaboration
Intelligent tutoring
Law schools, legal, government
Learning, learning agents, learning ecosystems, Learning from the Living [Class] Room, learning spaces/hubs/pods
Libraries/librarians
K-12, higher education, corporate training
Metaverse
Online learning
Telelegal, telemedicine
Videoconferencing
Virtual courts, virtual tutoring, virtual field trips
Web3

Technology We Need: Documenting the complete Learner Record [McClennen & Midles]

On 02/12/2022, in 21st century, 24x7x365 access, Blockchain, business, cloud-based computing / apps / other cloud-related, credentialing, Daniel S. Christian, education, education technology, emerging technologies, entrepreneurship, experimentation, future, higher education, ideas, innovation, intelligent systems, intelligent tutoring, IT in HE, K-12 related, learner profiles, learning agents, learning ecosystem, Learning Experience Design, Learning from the Living [Class] Room, learning hubs & pods, learning preferences, learning spaces, lifelong learning, personalized/customized learning, platforms, privacy, society, student-related, training / L&D, United States, universities, vendors, vision/possibilities, workplace, by Daniel Christian

Technology We Need: Documenting the complete Learner Record — from gettingsmart.com by Nate McClennen and Rebecca Midles

Key Points

Most innovative schools and a number of states have built Graduate Profiles/Learner Profiles and a handful have created K12 competency progressions that articulate pathways towards meeting the profile.
These learning organizations are using a learning management system (LMS) that does not accommodate comprehensive Learner Records, does not capture or report transparent growth to learners or their families and does not capture out-of-course learning experiences.
We issue a challenge to those building and creating solutions.

From DSC:
The above posting reminds me of the following graphic:

Five Building Blocks in the New Architecture of High Schools [Vander Ark]

On 01/28/2022, in collaboration, future, ideas, immersion, innovation, instructional design, intelligent systems, intelligent tutoring, K-12 related, learning ecosystem, Learning Experience Design, personalized/customized learning, project-based learning, real-world assignments, skills, user experience (UX), vendors, vision/possibilities, by Daniel Christian

Five Building Blocks in the New Architecture of High Schools — from gettingsmart.com by Tom Vander Ark

Key Points

Schools personalizing learning and moving to mastery often use five linked learner experience systems to promote growth on learning goals.
Each system has unique learner experiences, feedback protocols, supports and staffing strategies.
These systems work independently and together to promote learner-centered growth toward shared outcomes.

Schools personalizing learning and moving to mastery or competency-based learning models often use five linked learner experience systems to promote growth on learning goals: skill-building, projects, immersion, advisory, and out-of-school learning. Each system has unique learner experiences, feedback protocols, supports and staffing strategies. These systems work independently and together to promote learner-centered growth toward shared outcomes (i.e., learner profile or portrait of a graduate).

Reflections on “AI-powered chatbots, designed ethically, can support high-quality university teaching”

On 01/14/2022, in 21st century, 24x7x365 access, A/V -- audio/visual, adjunct faculty, Artificial Intelligence / Machine Learning / Deep Learning, bots, Canada, collaboration, colleges, community colleges, content aggregration, content development, content repositories, digital learning, education technology, emerging technologies, ethics, Europe, faculty, India, innovation, intelligent systems, intelligent tutoring, learning agents, learning ecosystem, Natural Language Processing (NLP), teaching & learning, teaching online, United States, user experience (UX), user interface design, using teams, vendors, vision/possibilities, voice recognition / voice enabled interfaces, by Daniel Christian

DC: The staff from Teaching & Learning Centers as well as the IT/AV staff would likely collaborate on creating/maintaining this type of database.#teachingandlearning #AV #IT #AI #NLP #highereducation https://t.co/Vs3RQJwrrH

— Daniel Christian (he/him/his) (@dchristian5) January 13, 2022

DC: Yup. “A portable, secure and verified digital wallet for learning, work and life.”

On 01/10/2022, in Alternatives, Blockchain, career development, cloud-based computing / apps / other cloud-related, CMS/LMS, colleges, communities of practice, community colleges, content aggregration, content repositories, copyright/ownership/NFTs, corporate / business world, corporate universities / corporate training, credentialing, Daniel S. Christian, digital learning, disruption, education technology, emerging technologies, experimentation, future, future of higher education, game-changing environment, global / globalization, Google, higher education, human-computer interaction (HCI), ideas, innovation, instructional design, intelligent systems, intelligent tutoring, internet, IT in HE, learner profiles, learning, learning agents, learning ecosystem, Learning from the Living [Class] Room, learning preferences, lifelong learning, microlearning, mobile learning, MOOCs -- Massive Open Online Courses, online learning, Personal Learning Networks (PLNs), personalized/customized learning, platforms, professional development, reinvent, staying relevant, student-related, surviving, technologies for your home, tools, training / L&D, ubiquitous learning, United States, universities, vendors, vision/possibilities, vocational / trades, workplace, by Daniel Christian

DC: Yup.

“Navigate the lifelong learner journey with Pocket.
A portable, secure and verified digital wallet for learning, work and life.”https://t.co/ncqa6e6aF4 #digitalcredentials #lifelonglearning #credentials #skills #learningfromthelivingclassroom

— Daniel Christian (he/him/his) (@dchristian5) January 10, 2022

Resource via @ernperez
at this article/page.

From DSC:

Cloud-based learner profiles are a likely element of our future learning ecosystems

14 Predictions for Higher Education in 2022 [Schaffhauser]

On 01/10/2022, in 21st century, 24x7x365 access, adult learning, Alternatives, Artificial Intelligence / Machine Learning / Deep Learning, Augmented Reality (AR), blended learning, Blockchain, business side of he, change, changing business models, cloud-based computing / apps / other cloud-related, colleges, community colleges, content aggregration, content development, content repositories, copyright/ownership/NFTs, corporate / business world, corporate universities / corporate training, cost of getting a degree, dangers of the status quo, Daniel S. Christian, digital learning, digital storytelling, digital video, disruption, distance education, education, education reform, education technology, elearning, emerging technologies, engagement / engaging students, experimentation, faculty, future of higher education, game-changing environment, higher education, ideas, immersion, innovation, instructional design, intelligent systems, intelligent tutoring, IT in HE, law schools, leadership, learning, learning agents, learning ecosystem, Learning Experience Design, Learning from the Living [Class] Room, learning preferences, learning spaces, more choice more control, New "Amazon.com" of Higher Education, new business models, online learning, pace of change, personalized/customized learning, platforms, reinvent, social learning / networks, society, staying relevant, streams of content, surviving, teaching & learning, teaching online, tools, training / L&D, trends, United States, universities, vendors, Virtual Reality (VR) / worlds / learning, vision/possibilities, workplace, XR - extended reality, by Daniel Christian

14 Predictions for Higher Education in 2022 — from campustechnology.com by Dian Schaffhauser

Excerpt:

Ask people working in higher education what they expect will happen in the new year, and the outlook is filled with visions that build on what we’ve been experiencing on college and university campuses for the last two years: a major focus on learning formats; continued exploitation of new technology; and the use of new digital models that move users “beyond Zoom.” Here we present the collective predictions of 14 IT leaders, instructional folks and a student about what they anticipate seeing in 2022. As one put it, “Let’s go, 2022! We have work to do!”

From DSC:
I’d like to thank Dian Schaffhauser, Rhea Kelly, and Mary Grush for letting me contribute some thoughts to the various conversations that Campus Technology Magazine hosts and/or initiates. I inserted some reflections into the above article and I hope that you’ll take a moment to read my and others’ thoughts out there.

Excerpt from “Use of digital technologies in judicial reform and access to justice cooperation — from HiiL (The Hague Institute for Innovation of Law)

Adaptive and Personalized Learning Experiences — from learningguild.com by Chad Udell and Jennifer Murphy

Excerpts:

Adaptive and Personalized Learning Experiences

Personalized Learning Using AI — from datafloq.com by Dmitry Baraishuk

Excerpt:

Process of Implementing Personalized Learning Using AI

The system tested every learner using short quizzes and games. Then AI adapted the learning path to each learner’s knowledge of a topic based on the test results.
If a pilot struggled with a certain topic, the AI LMS repeated it by presenting the information in a new way.
After completing a section, every pilot was retested and progressed to the next module.

…

Personalized learning with AI encompasses all the core aspects of online training:

personalized learning path;
relevant content based on knowledge level, skills, interests, and goals;
automated knowledge checks;
prediction of knowledge gaps;
proactive learners’ support;
tutoring, etc.

There’s a New Wave of AI Research Coming to Transform Education [Tamez-Robledo]

On 08/08/2021, in 21st century, algorithms, Artificial Intelligence / Machine Learning / Deep Learning, cloud-based computing / apps / other cloud-related, colleges, communities of practice, community colleges, content aggregration, content development, content repositories, corporate universities / corporate training, data mining, digital learning, education, education reform, education technology, emerging technologies, engagement / engaging students, experimentation, future of higher education, game-changing environment, global / globalization, higher education, homeschooling/homeschoolers, human-computer interaction (HCI), ideas, innovation, instructional design, intelligent systems, intelligent tutoring, learning, learning agents, learning ecosystem, Learning Experience Design, Learning from the Living [Class] Room, learning preferences, online learning, Personal Learning Networks (PLNs), personalized/customized learning, reinvent, research, society, staying relevant, story, storytelling, student-related, surviving, teaching & learning, technologies for your home, United States, vision/possibilities, workplace, by Daniel Christian

There’s a New Wave of AI Research Coming to Transform Education — from edsurge.com by Nadia Tamez-Robledo

Preparing for Students’ Second Act
With a focus on adult learners, the AI Institute for Adult Learning and Online Education, or ALOE, will look to improve online education for the more than 100 million American workers who will need to “reskill” over the next 10 years.

It will also learn from the massive amounts of data generated by online students that isn’t accessible in traditional in-person classes.

What doors does this type of real-time translation feature open up for learning? [Christian]

On 08/04/2021, in 21st century, 24x7x365 access, A/V -- audio/visual, adult learning, Africa, algorithms, Artificial Intelligence / Machine Learning / Deep Learning, Asia, Australia, blended learning, bots, business, cloud-based computing / apps / other cloud-related, collaboration, colleges, communications, communities of practice, community colleges, content development, content repositories, corporate / business world, corporate universities / corporate training, Daniel S. Christian, digital audio, digital learning, digital storytelling, distance education, education, education technology, emerging technologies, engagement / engaging students, faculty, flipping -- inverted learning, future, future of higher education, game-changing environment, global / globalization, higher education, homeschooling/homeschoolers, human-computer interaction (HCI), hybrid learning, Hyflex learning, ideas, innovation, instructional design, intelligent systems, intelligent tutoring, IT in HE, K-12 related, languages and translation, law schools, learning, learning agents, learning ecosystem, Learning Experience Design, Learning from the Living [Class] Room, learning hubs & pods, learning preferences, learning spaces, Legal operations, legal reform, legal technologies, legislatures / government / legal, Natural Language Processing (NLP), New "Amazon.com" of Higher Education, new business models, online learning, online media, online tutoring, participation, Personal Learning Networks (PLNs), platforms, presentations, professional development, remote teaching and learning, smart classrooms, smart/connected TV, social learning / networks, society, student-related, teachers, teaching & learning, teaching online, technologies for your home, telelegal, telemedicine / telehealth / virtual health, telepresence, tools, training / L&D, transmedia, UK, United States, universities, usability, user experience (UX), vendors, videoconferencing, Virtual courts, virtual field trips, virtual K-12 schools, Virtual Reality (VR) / worlds / learning, virtual tutoring, vision/possibilities, vocational / trades, web-based collaboration, webinars, workplace, by Daniel Christian

DC: What doors does this type of real-time translation feature open up for learning?https://t.co/beOXFjGZs9 #learningfromthelivingclassroom #education #K12 #highereducation #training #learning #lifelonglearning #globallearning #languages #translation https://t.co/TV5InkWHwn pic.twitter.com/MGblMzQbBL

— Daniel Christian (he/him/his) (@dchristian5) August 4, 2021

From DSC:
For that matter, what does it open up for #JusticeTech? #Legaltech? #A2J? #Telehealth?

Google CEO Still Insists AI Revolution Bigger Than Invention of Fire — from gizmodo.com by Matt Novak
Pichai suggests the internet and electricity are also small potatoes compared to AI.

Excerpt:

The artificial intelligence revolution is poised to be more “profound” than the invention of electricity, the internet, and even fire, according to Google CEO Sundar Pichai, who made the comments to BBC media editor Amol Rajan in a podcast interview that first went live on Sunday.

“The progress in artificial intelligence, we are still in very early stages, but I viewed it as the most profound technology that humanity will ever develop and work on, and we have to make sure we do it in a way that we can harness it to society’s benefit,” Pichai said.

“But I expect it to play a foundational role pretty much across every aspect of our lives. You know, be it health care, be it education, be it how we manufacture things and how we consume information.

Learning Ecosystems

Reflections on “AI-powered chatbots, designed ethically, can support high-quality university teaching”

Excerpt from “Use of digital technologies in judicial reform and access to justice cooperation — from HiiL

Adaptive and Personalized Learning Experiences [Udell & Murphy ]

Google CEO Still Insists AI Revolution Bigger Than Invention of Fire [Novak]

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