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Artificial Intelligence for
All
Letizia Jaccheri
2nd ACM Europe Summer School on Accessible and
Inclusive Technologies
University of Borås, Borås, Sweden
The Distinguished Speakers Program
is made possible by
For additional information, please visit http://dsp.acm.org/
About ACM
 ACM, the Association for Computing Machinery (www.acm.org), is the
premier global community of computing professionals and students with
nearly 100,000 members in more than 170 countries interacting with
more than 2 million computing professionals worldwide.
 OUR MISSION: We help computing professionals to be their best and
most creative. We connect them to their peers, to what the latest
developments, and inspire them to advance the profession and make a
positive impact on society.
 OUR VISION: We see a world where computing helps solve tomorrow’s
problems – where we use our knowledge and skills to advance the
computing profession and make a positive social impact throughout the
world.
 I am proud to be an ACM Member.
My journey
• Classical High School (Latin, old
Greek, history of art, philosophy)
(1978 – 1983)
• Computer Science (1983 – 2025)
• Software Engineering (programmer
in late 80’s – PhD in early 90’s)
• Art & Technology (2000 +)
• Gender and Computing (1997 + or
2020 +)
• Tech for people with ASD, and
other impairments (2018 +)
1978 – 2025 = almost 50 years
Learning/reflection
objectives for this
lecture
• Develop AI - Use AI?
• AI for all – AI against one or several
groups?
• Who has developed and is developing
AI?
• What do you want to do with AI?
Software Engineering
Software
10 apps for people with disabilities
• Be My Eyes
• VoiceOver
• Wheelmap
• Avaz Pro (non verbal)
• SoundAlert
• Aira
• Proloquo2Go
• TapToTalk
• Medisafe
• Dragon Anywhere
Kimberlé
Crenshaw 1989
Bias
Intersectionality
Women and
Literature
• Female roles in literature
• Nora (Ibsen)
• Literature for women
• women's magazines, Disney
(Pocahontas, The Little Mermaid)
• Women who create literature
• Jane Austen, Sigrid Undset, Elena
Ferrante
AI – Women
Female roles in AI
• Siri voice
• Avatar
AI for/against women
• For – Menstruation Apps, Designing
Software to Prevent Child Marriage
Globally, Tappetina
• Against - automatic processing of CVs
Women creating AI
• Fei Fei Li
• Francesca Rossi
AI – Autism Spectrum Disorder
- ASD roles in AI
• Alan Turing: Widely considered the "father of theoretical computer
science and artificial intelligence," Many experts believe he
displayed characteristics consistent with autism.
• Bill Gates: The co-founder of Microsoft, Gates, while never officially
diagnosed, is often speculated to have autistic traits, particularly
given his intense focus and interest in technology from a young
age.
- AI for ASD
- AI against ASD (?)
AI Definitions
• AI is a field of study (and
research field) within
computer science that
develops and studies
intelligent machines
• AI stands for a computer
system that performs
tasks that typically require
human intelligence, such
as recognizing speech,
making decisions and
identifying patterns
• Generatively create new
content (sound, code,
images, text, video)
AI
• 1950 Alan Turing “Computer Machinery and Intelligence”
• 1956 John McCarthy - academic discipline and first AI programs (LISP)
• 1959 Arthur Samuel created the term machine learning
• 1965 Edward Feigenbaum and Joshua Lederberg first expert system
• 1966 Joseph Weizenbaum first chatbot ELIZA
• 1968 Alexey Ivakhnenko Deep Learning
• 1980 Geoffrey Hinton Neural networks
• 1997 Deep Blue (developed by IBM) beat Gary Kasparov
• 2000 Cynthia Breazeal developed the first robot that could simulate human emotions
• 2006 Companies such as Twitter, Facebook, and Netflix started utilizing AI as a part of their advertising
and user experience (UX) algorithms
• 2011 Apple released Siri, the first popular virtual assistant.
• 2022 (30 November) Open AI CHATGPT available
• 2024
• Nobel Prize in Physics John J. Hopfield and Geoffrey E. Hinton - enable machine learning with
artificial neural networks.
• Nobel Prize in Chemistry David Baker, Demis Hassabis, and John M. Jumper for developing AI
algorithms that solved the 50-year protein structure prediction challenge
Why now?
• Hardware – software – data
• GPT – Generativ Pretrained Transformer autumn 2022
From Kilobyte til Petabyte 1015
Hardware
Software
Apollo 145,000 lines of code
Now millions of lines of code
CHAT GPT 4
has been
trained on
almost all text
ever written
1013
Data
- GPT-3 has an estimated
training time of 355-GPU-years
and an estimated training cost
of $4.6 million.
- If we trained GPT-3 at IDUN, it
would take 355/36 = 10 years
Economy/power
2012: 17%
2023: 19,4%
Which are the numbers for your stakeholder group?
Women in ICT
During Autumn 2023, I asked
OpenArt to draw four software
engineers
I asked OpenArt
I asked again in 2025
AI for all
• We cannot change old
networks, we can make new
ones around AI
• AI for women
https://irthapp.com/
• EmpowHerAI
• AI for your stakeholder group?
AI ACT
While the Act does not explicitly mention individuals with
disabilities, it emphasizes the importance of ensuring that AI
systems are accessible and do not discriminate against any
group.
Learning/reflection objectives for this
lecture
• Develop AI - Use AI?
• AI for all – AI against one or several groups?
• Who has developed and is developing AI?
• What do you want to do with AI?
you do not know how much we are using chatgpt
References
• Crenshaw, Kimberlé Williams. "Mapping the margins: Intersectionality, identity politics, and
violence against women of color." The public nature of private violence. Routledge, 2013. 93-118.
• Hagen, M. H., Hartvigsen, G., Jaccheri, L., & Papavlasopoulou, S. (2024). Digital Psychosocial
Follow-up for Childhood Critical Illness Survivors: A Qualitative Interview Study on Health
Professionals’ Perspectives. Scandinavian Journal of Child and Adolescent Psychiatry and
Psychology, 12(1), 50-62.
• Ibrahim El Shemy, Letizia Jaccheri, Michail Giannakos, Mila Vulchanova, Participatory design of
augmented reality games for word learning in autistic children: the parental perspective, IFIP
ICEC ’24
• Jaccheri, Letizia, Cristina Pereira, and Swetlana Fast. "Gender issues in computer science:
Lessons learnt and reflections for the future." 2020 22nd international symposium on symbolic
and numeric algorithms for scientific computing (SYNASC). IEEE, 2020.
• Cutrupi, Claudia Maria, Irene Zanardi, and Letizia Jaccheri. "Draw a Software Engineer Test-
Preliminary Attempts to Investigate University Students’ Perceptions of Software Engineering
Professions." Proceedings of the 5th ACM/IEEE Workshop on Gender Equality, Diversity, and
Inclusion in Software Engineering. 2024.
Norwegian and European best Practices
• ADA – 1997 - ongoing
• Kodeløypa – 14 - ongoing
• IDUN – 19 - 22
• EUGAIN – 20 – 24
• Horizon CRAFT – 21 – 25
• Erasmus + Women Stem Up 22-25
• ACM WomENcourage 23
• Abelia Tech Kvinner 17 – ongoing
• Erasmus + TECHLARP 25-27
• ACM Trondheim Chapter

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Artificial Intelligence for All - intersectionality

  • 1. Artificial Intelligence for All Letizia Jaccheri 2nd ACM Europe Summer School on Accessible and Inclusive Technologies University of Borås, Borås, Sweden
  • 2. The Distinguished Speakers Program is made possible by For additional information, please visit http://dsp.acm.org/
  • 3. About ACM  ACM, the Association for Computing Machinery (www.acm.org), is the premier global community of computing professionals and students with nearly 100,000 members in more than 170 countries interacting with more than 2 million computing professionals worldwide.  OUR MISSION: We help computing professionals to be their best and most creative. We connect them to their peers, to what the latest developments, and inspire them to advance the profession and make a positive impact on society.  OUR VISION: We see a world where computing helps solve tomorrow’s problems – where we use our knowledge and skills to advance the computing profession and make a positive social impact throughout the world.  I am proud to be an ACM Member.
  • 4. My journey • Classical High School (Latin, old Greek, history of art, philosophy) (1978 – 1983) • Computer Science (1983 – 2025) • Software Engineering (programmer in late 80’s – PhD in early 90’s) • Art & Technology (2000 +) • Gender and Computing (1997 + or 2020 +) • Tech for people with ASD, and other impairments (2018 +) 1978 – 2025 = almost 50 years
  • 5. Learning/reflection objectives for this lecture • Develop AI - Use AI? • AI for all – AI against one or several groups? • Who has developed and is developing AI? • What do you want to do with AI?
  • 8. 10 apps for people with disabilities • Be My Eyes • VoiceOver • Wheelmap • Avaz Pro (non verbal) • SoundAlert • Aira • Proloquo2Go • TapToTalk • Medisafe • Dragon Anywhere
  • 10. Women and Literature • Female roles in literature • Nora (Ibsen) • Literature for women • women's magazines, Disney (Pocahontas, The Little Mermaid) • Women who create literature • Jane Austen, Sigrid Undset, Elena Ferrante
  • 11. AI – Women Female roles in AI • Siri voice • Avatar AI for/against women • For – Menstruation Apps, Designing Software to Prevent Child Marriage Globally, Tappetina • Against - automatic processing of CVs Women creating AI • Fei Fei Li • Francesca Rossi
  • 12. AI – Autism Spectrum Disorder - ASD roles in AI • Alan Turing: Widely considered the "father of theoretical computer science and artificial intelligence," Many experts believe he displayed characteristics consistent with autism. • Bill Gates: The co-founder of Microsoft, Gates, while never officially diagnosed, is often speculated to have autistic traits, particularly given his intense focus and interest in technology from a young age. - AI for ASD - AI against ASD (?)
  • 13. AI Definitions • AI is a field of study (and research field) within computer science that develops and studies intelligent machines • AI stands for a computer system that performs tasks that typically require human intelligence, such as recognizing speech, making decisions and identifying patterns • Generatively create new content (sound, code, images, text, video)
  • 14. AI • 1950 Alan Turing “Computer Machinery and Intelligence” • 1956 John McCarthy - academic discipline and first AI programs (LISP) • 1959 Arthur Samuel created the term machine learning • 1965 Edward Feigenbaum and Joshua Lederberg first expert system • 1966 Joseph Weizenbaum first chatbot ELIZA • 1968 Alexey Ivakhnenko Deep Learning • 1980 Geoffrey Hinton Neural networks • 1997 Deep Blue (developed by IBM) beat Gary Kasparov • 2000 Cynthia Breazeal developed the first robot that could simulate human emotions • 2006 Companies such as Twitter, Facebook, and Netflix started utilizing AI as a part of their advertising and user experience (UX) algorithms • 2011 Apple released Siri, the first popular virtual assistant. • 2022 (30 November) Open AI CHATGPT available • 2024 • Nobel Prize in Physics John J. Hopfield and Geoffrey E. Hinton - enable machine learning with artificial neural networks. • Nobel Prize in Chemistry David Baker, Demis Hassabis, and John M. Jumper for developing AI algorithms that solved the 50-year protein structure prediction challenge
  • 15. Why now? • Hardware – software – data • GPT – Generativ Pretrained Transformer autumn 2022
  • 16. From Kilobyte til Petabyte 1015 Hardware
  • 17. Software Apollo 145,000 lines of code Now millions of lines of code
  • 18. CHAT GPT 4 has been trained on almost all text ever written 1013 Data
  • 19. - GPT-3 has an estimated training time of 355-GPU-years and an estimated training cost of $4.6 million. - If we trained GPT-3 at IDUN, it would take 355/36 = 10 years Economy/power
  • 20. 2012: 17% 2023: 19,4% Which are the numbers for your stakeholder group? Women in ICT
  • 21. During Autumn 2023, I asked OpenArt to draw four software engineers I asked OpenArt
  • 22. I asked again in 2025
  • 23. AI for all • We cannot change old networks, we can make new ones around AI • AI for women https://irthapp.com/ • EmpowHerAI • AI for your stakeholder group?
  • 24. AI ACT While the Act does not explicitly mention individuals with disabilities, it emphasizes the importance of ensuring that AI systems are accessible and do not discriminate against any group.
  • 25. Learning/reflection objectives for this lecture • Develop AI - Use AI? • AI for all – AI against one or several groups? • Who has developed and is developing AI? • What do you want to do with AI? you do not know how much we are using chatgpt
  • 26. References • Crenshaw, Kimberlé Williams. "Mapping the margins: Intersectionality, identity politics, and violence against women of color." The public nature of private violence. Routledge, 2013. 93-118. • Hagen, M. H., Hartvigsen, G., Jaccheri, L., & Papavlasopoulou, S. (2024). Digital Psychosocial Follow-up for Childhood Critical Illness Survivors: A Qualitative Interview Study on Health Professionals’ Perspectives. Scandinavian Journal of Child and Adolescent Psychiatry and Psychology, 12(1), 50-62. • Ibrahim El Shemy, Letizia Jaccheri, Michail Giannakos, Mila Vulchanova, Participatory design of augmented reality games for word learning in autistic children: the parental perspective, IFIP ICEC ’24 • Jaccheri, Letizia, Cristina Pereira, and Swetlana Fast. "Gender issues in computer science: Lessons learnt and reflections for the future." 2020 22nd international symposium on symbolic and numeric algorithms for scientific computing (SYNASC). IEEE, 2020. • Cutrupi, Claudia Maria, Irene Zanardi, and Letizia Jaccheri. "Draw a Software Engineer Test- Preliminary Attempts to Investigate University Students’ Perceptions of Software Engineering Professions." Proceedings of the 5th ACM/IEEE Workshop on Gender Equality, Diversity, and Inclusion in Software Engineering. 2024.
  • 27. Norwegian and European best Practices • ADA – 1997 - ongoing • Kodeløypa – 14 - ongoing • IDUN – 19 - 22 • EUGAIN – 20 – 24 • Horizon CRAFT – 21 – 25 • Erasmus + Women Stem Up 22-25 • ACM WomENcourage 23 • Abelia Tech Kvinner 17 – ongoing • Erasmus + TECHLARP 25-27 • ACM Trondheim Chapter

Editor's Notes

  • #6: CS started in early 60’s. the subfields are inter-related and discoveries and innovations in one field can bring challenges, discoveries and innovations in other field. My own field software engineering is very inter related with AI as we use AI tools to develop software AND we use software engineering techniques and processes to develop AI systems. HCI can also be seen as a subfield of CS.
  • #8: https://medium.com/@rana.adnanali/top-10-mobile-apps-that-make-life-easier-for-people-with-disabilities-681a5fedf3ef 1. Be My Eyes Connecting visually impaired users with volunteers through video calls, this app provides real-time assistance for tasks that require sight, such as identifying objects or reading labels. 2. VoiceOver Apple’s built-in screen reader enhances device accessibility for blind and visually impaired users by narrating what’s on the screen, enabling independent device usage. 3. Wheelmap Promoting inclusivity, this app crowd-sources information about wheelchair-accessible places, allowing users to navigate urban environments confidently. 4. Avaz Pro Catering to non-verbal individuals, this communication app employs customizable picture-based communication to foster expression and connection. 5. SoundAlert Enhancing safety for users with hearing impairments, this app alerts them to important sounds in their environment, providing awareness and security. 6. Aira By combining wearable technology and human agents, Aira assists blind and low-vision users with navigation, reading, and other daily tasks. 7. Proloquo2Go This symbol-based communication app aids those with speech and language difficulties, enabling effective expression and communication. 8. TapToTalk Focusing on language development and communication for users with autism, this app employs picture-based communication to foster interaction and learning. 9. Medisafe Managing medication schedules is made easier with this app, particularly for users with cognitive impairments, promoting adherence and well-being. 10. Dragon Anywhere Providing a hands-free control option for those with mobility impairments, this dictation app enables users to navigate mobile devices without physical input.
  • #9: https://www.unwomen.org/sites/default/files/2022-01/Intersectionality-resource-guide-and-toolkit-en.pdf Intersectionality Resource Guide and Tool Kit https://youtu.be/akOe5-UsQ2o?si=GSxI73Yif1dw8y7c TEK talk 2 millions play 2016 Intersectionality is an analytical framework used to understand how different social identity categories, such as gender, race, class, sexuality, disability, and more, interact in complex ways and create unique experiences of discrimination or privilege for individuals. The term was first introduced by American lawyer and academic Kimberlé Crenshaw in the late 1980s. She wanted to explain how black women experienced discrimination in a way that was different from both white women and black men, because they faced both gender and racial discrimination at the same time. Intersectionality therefore looks at how different forms of power and oppression overlap and influence each other. For example, a black, disabled, lesbian woman may experience discrimination based on all of these identity aspects at the same time, giving her a different experience than someone who only experiences discrimination based on one of these identity categories. Intersectionality is important for understanding that social problems and injustice cannot be solved by looking at each identity category in isolation. It requires a holistic approach that takes into account the different layers of identity and how they influence each other.
  • #10: Kvinner er et eksempel The Top 10 women in the world of AI in 2023 https://aimagazine.com/top10/the-top-10-women-in-the-world-of-ai-in-2023 Paper https://dl.acm.org/doi/abs/10.1145/3311927.3325322
  • #11: Kvinner er et eksempel The Top 10 women in the world of AI in 2023 https://aimagazine.com/top10/the-top-10-women-in-the-world-of-ai-in-2023 Paper https://dl.acm.org/doi/abs/10.1145/3311927.3325322
  • #12: Gemini 1.5 Pro Online
  • #13: AI has become a catchall term for applications that perform complex tasks that once required human input, such as communicating with customers online or playing chess. The term is often used interchangeably with its subfields, which include machine learning (ML) and deep learning. There are differences, however. For example, machine learning is focused on building systems that learn or improve their performance based on the data they consume. It’s important to note that although all machine learning is AI, not all AI is machine learning. To get the full value from AI, many companies are making significant investments in data science teams. Data science combines statistics, computer science, and business knowledge to extract value from various data sources.
  • #14: The 1956 Dartmouth workshop was the moment that AI gained its name URL The history of AI 1950s: The first AI programs were written to run on the Ferranti Mark 1 machine of the University of Manchester: a checkers-playing program written by Christopher Strachey and a chess-playing program written by Dietrich Prinz. 1960s: The Dartmouth Conference was organized by John McCarthy, Marvin Minsky, Nathaniel Rochester, and Claude Shannon to discuss the possibility of thinking machines and artificial intelligence. 1970s: The first expert systems were developed. 1980s: The first neural networks were developed. 1990s: The first autonomous robots were developed. 2000s: The first self-driving cars were developed.google translator came in 2006 based on statistical methods. 2010s: The first AI-powered virtual assistants were developed. Deep learning revolution, AlexNet 2012 2020s: AI continues to advance and is being used in a wide range of applications, from healthcare to finance to transportation 1.
  • #16: It is a big misconception that you need to be very intelligent and preferably a man to understand computers, algorithms and AI. I have been working with data since the early 80s, it was kind of by chance. And I think it is as difficult to figure out a knitting pattern as it is to understand algorithms. We need the past to have a language to talk about the present and the past K = 1000 Giga = 1000000000 104 = 10000 1017 = 100,000,000,000,000,000 Memory 36 Kbyte Speed ​​104 flops Floating point operation per second – now 8 Giga – now 1017
  • #17: Margaret Hamilton (who I met once!), the first person to coin the term software engineering and who wrote the software for the Apollo expedition in the 60s is a woman (Apollo first man on the moon) Margaret Hamilton (who I met once!), the first person to coin the term software engineering and who wrote the software for the Apollo expedition in the 60s is a woman Apollo 145,000 lines of code Now millions of lines of code
  • #18: According to https://www.youtube.com/watch?v=_6R7Ym6Vy_I&t=2220s All human written text = 1013 CHAT GPT 4 = 300 x 1012
  • #19: NodeType#CPUsProcessor#CoresRAM[GB]#GPUsGPU type How can we compare to the system on which Open AI trains its models to give an idea https://lambdalabs.com/blog/demystifying-gpt-3 CHAT GPT4 – it costed 1 M Dollars to pre train According to https://www.youtube.com/watch?v=_6R7Ym6Vy_I&t=2220s https://www.hpc.ntnu.no/idun/
  • #20: Some numbers about ICT specialists in Europe and World and who are the ICT specialists In 2022, 9.4 million people in the EU worked as ICT specialists In the world 55.3 million in 2020 3 out of 4 companies have problems finding specialists with the right skills And how many ICT specialists are women? 2% in 10 years How many years will it take if we continue like this? eurostat https://ec.europa.eu/eurostat/statistics-explained/index.php?title=ICT_specialists_in_employment In 2023, 80.6 % of men were employed as ICT specialists in the EU against 19.4 % of women.
  • #24: Risiko nivå Vi har allerede regler som regulerer diskriminering i Norge og i Europa
  • #27: But why? What are the challenges? And in our projects we are trying to combat these challenges, Examples from EUGAIN Calling the applicants, Welcome day, March 8 - Women's Day, Network lunches, Programming courses, social activities such as Mountain hiking, PhD party, Invite high school girls from all over the country, Presentations and workshops, Personal meeting with role models, Break down stereotypes and bias, hire women role models This is answer to question about what works Explain briefly what these projects have done and achieved since 1997 Measures such as Information Mentoring Network Anti bias training