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Marco Neves
Agrupamento de Escolas da Batalha
28 October, 2021
Carnet Users Conference 21
Good practices in
AI in education!
What are the challenges?
Is AI the
biggest
challenge ever
for Education?
Step 1 – Context
https://bit.ly/carnetAI
1950 … 1956 ………. 2012 .. Today
Alan Turing
Can Machines Think?
A. M. Turing (1950) Computing Machinery and Intelligence. Mind 49: 433-460
Artificial Intelligence
Step 2 – Intelligence
"Intelligence is a dynamic flow
of being able to perceive and
adjust processes that have
failed in a particular
environment.”
A Collection of Definitions of Intelligence
Shane Legg, Marcus Hutter
https://arxiv.org/abs/0706.3639
Intelligence?
Stern "An intelligence quotient (IQ) is a total score derived from a set of
standardized tests or subtests designed to assess human intelligence.”
Gardner “An intelligence is the ability to solve problems, or to create
products, that are valued within one or more cultural settings” (multiple
intelligences)
Legg and Hutter “Intelligence measures an agent’s ability to achieve goals
in a wide range of environments.”
Intelligence?
1912
1983
2012
What is artificial is unlikely to
be intelligent and what is
intelligent is unlikely to be
artificial
Intelligence?
“Our intelligence is what
makes us human, and AI is
(just) an extension of that
quality.”
Yann LeCun
Intelligence?
sintetic
digital
machine
the intelligence
Intelligence Artificial
Augmented
Step 3 – Today
What best represents AI?
1 2
5G
IoT
AI
Big
Data
Computing
Power
Today Reality
Challenges
What should be the purpose of
education when we are been
challenged by "smart machines" and
when we are losing our last field of
exclusivity: intelligence
AI (Artificial Intelligence)
Refers to the simulation of
human intelligence in machines
that are programmed to think
like humans and mimic their
actions
Digital Transformation
Cyber-physical systems form the
basis of Industry 4.0 (e.g., ‘smart
machines’). Modern control
systems, have embedded software
systems connect and be addressed
via IoT (the Internet of Things).
AI knowledge map (Corea, 2019)
1
2
3
4
5
6
7
8
9
10
11
The GPT-3 model has 175 billion parameters
(the values that a neural network tries to
optimize during training), compared with GPT-
2’s already vast 1.5 billion.
GPT-3 can generate any kind of text, including
poetry, guitar tabs or even computer code.
Auto Text Generation
12
13
https://openai.com/blog/dall-e/
“A neural network called DALL·E that creates
images from text captions for a wide range of
concepts expressible in natural language.”
14
14
15
14
14
16
17
18
19
20
21
22
23
Hype?
We tend to overestimate
the effect of a technology in
the short run and
underestimate the effect in
the long run
Where is
AI today?
What best represents AI?
How many teachers in
your school knows what
is AI?
Step 4 - Challenges
Where is the border between the digital ME and the analogical ME?
Where are we going?
Human 2.0?
Ethical
Social
Human
Economic
Ecological
Geopolitical
Technological
Challenges
How are you?
Do you know?
http://bit.ly/howareyou007
eTwinning Online Professional
https://thispersondoesnotexist.com/
https://www.scmp.com/lifestyle/fashion-beauty/article/3009466/ai-fashion-computer-generated-models-look-spookily-real
https://www.myheritage.com/incolor
https://vo.codes
Teach your students about Artificial
Intelligence so they learn how to get
ready to live in a world impacted by it.
Education is the most powerful tool to
achieve that.
Let´s use AI in context
“This is kind of like Photoshop when it first came
out. It's impressive, maybe a little scary, but it's
about to become the new norm. There's never
been a better time throughout all history to be a
creative than now.”
#CodeWeek #TeachDay
Let´s use AI in context
https://openai.com/blog/dall-e/
“A neural network called DALL·E that creates
images from text captions for a wide range of
concepts expressible in natural language.”
#CodeWeek #TeachDay
Does your school plan to
integrate AI in the short
term?
Step 5 – Analogic
Within schools, for example, it is becoming increasingly important to reconsider
exactly what we teach. What is the purpose of teaching the knowledge and skills
that AI systems can do, all too often much better than we humans can? Instead,
we should reconfigure our curriculums to focus on the essentially human skills that
AI is unlikely to be any good at for many years to come - skills such as creativity,
collaboration, curiosity, critical thinking, communication, value judgements, and
social and emotional learning. (Holmes and Neves, 2020)
Ideas for Presentations
Monochromatic Linear Rigid
We are living in the age of “smart
agents” surrounded by “dumb”
educational systems
Education without (smart)
Digital?
OMO
online merges with offline
TRANSFER
EXPERTISE
UNDERSTANDING
KNOWLEDGE
INFORMATION
DATA
ALGORITHMS
@Center for Curriculum Design
DATA
INFORMATION
KNOWLEDGE
UNDERSTANDING
EXPERTISE
TRANSFER
Step 6 – (AI) Education
We should not be asking the question: In 50 years from now,
will there be a human or a robot teaching? Rather, we
should be asking the question: What kind of combination of
human and artificial intelligence will we be able to draw on
in the future to provide teaching of the very best quality?
(Jandrić, 2017, p. 207)
AI IN EDUCATION
(Holmes, 2020)
AI in education: a
framework
# A I B A S I C S F O R S C H O O L S
Learning
with
AI
System Facing AI
Student Facing AI
Teacher Facing AI
# A I B A S I C S F O R S C H O O L S
Learning
with
AI
future tools and platforms
with added pedagogical value
Adaptable Collaborative Learning
Platforms
AI Learning Companions
AI Teaching Assistants
# A I B A S I C S F O R S C H O O L S
Learning
about
AI Teaching young people
about AI
Teaching teachers about
AI
Training tomorrow´s AI
enginneers
Types of AI
Data Skills
AI Skills
Build with AI
# A I B A S I C S F O R S C H O O L S
Learning
for
AI
Teaching young people
about AI
Ethics
Skills and Competences
Social, economical, cultural and
ecologic disruptions
AI Literacy
Do your ever discuss the
thematic of AI with your
students?
Step 7 – (AI) Framework
Digital skills needs in Europe
advanced
skills
basic skills
Report on the European Educational and Training Landscape -Training Needs of Citizens and SMEs
Digital SkiilUP – European Comission - 2020
FRAMEWORK
Data Skills
AI Skills
Create with AI
AI Entrepreneurship
Competences
Multi Impact of AI
Ethic and Human Values
Awareness of AI
Step 8 – Classroom
Projects Ideas
https://chat.kuki.ai/
https://en.akinator.com/
Projects Ideas
https://deepdreamgenerator.com/ https://www.deepl.com/translator
AutoAuto.AI - Learning AI with AV https://www.autoauto.ai/
Edu ReadyAI https://edu.readyai.org/
Elements of AI https://www.elementsofai.com/
AI4ALL https://ai4all.docebosaas.com/learn
ML for Kids https://machinelearningforkids.co.uk/
AIY https://aiyprojects.withgoogle.com/
Resources
PictoBlox https://thestempedia.com/product/pictoblox/
AI Crash Course https://www.youtube.com/playlist?list=PL8dPuuaLjXtO65LeD2p4
AI Microsoft School https://aischool.microsoft.com/
Okai - An Interactive Introduction to (AI) https://okai.brown.edu/index.html
Korbit AI Learning Tutor https://www.korbit.ai/
AI - Alternate Unit Curriculum http://www.exploringcs.org/for-teachers-districts/ai
Resources
Ready AI+ME Course https://edu.readyai.org/pt-pt/courses/ai-me-1/
AI Family Challenge https://www.curiositymachine.org/lessons/lesson/
How normal am I? https://www.hownormalami.eu/
Moral Machine https://moralmachine.mit.edu/
AI + Ethics Curriculum for Middle School https://www.media.mit.edu/projects/ai-ethics-for-middle-school
Movix.AI https://movix.ai/
MIT Edu - AIK12 https://aieducation.mit.edu/
Big Reset (1) https://www.youtube.com/watch?v=s0dMTAQM4cw
Big Reset (2) https://www.youtube.com/watch?v=-ePZ7OdY-Dw
Five big Ideas for AI AI4K12.org
Ethics of AI https://ethics-of-ai.mooc.fi/
Resources
Final Step – Interrogations
We will be challenged by
cognitive agents. How to live
side by side with them?
Who (will) control the machines
that take decisions (ethics, bias)?
What (new) models of (re)training
and education will be needed?
Will we need new models of
society to integrate the so called
“smart” machines?
"The best way to predict the
future is to invent it.”
Alan Kay
Thank you
twitter.com/mbrasneves
linkedin.com/in/mbrasneves/
mbrasneves@gmail.com

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