AI as a Tool and
Target for
Sustainability Efforts
Sonja Aits
Cell Death, Lysosomes and Artificial Intelligence Group,
Lund University &
Lund Institute of Advanced Neutron and X-Ray Science
(LINXS)
sonja.aits@med.lu.se
@Aitslab
Artificial intelligence
Machine learning
Deep learning
AI is a powerful tool for image analysis
Classifying and
scoring images
Counting and
tracking objects
Distinguishing
structures
AI can help mine unstructured text data
News articles
Twitter messages
Government/NGO reports
Public mailing lists
Health care data
Self-reporting apps
Web searches
Test results
…
Text classification
Named entity recognition
Relation extraction
Sentiment analysis
Summarization
Other applications of AI
• Forecasting
• Outlier detection
• Data clustering
• Recommender systems
• Chat bots
• Generation of artificial data
…
How can AI make the world more
sustainable?
AI can help tackle global health crises
Named entity
recognition
Named entity
linking
Relationship
extraction
AI can improve health care and make quality
care more accessible
Collecting patient
history
Automated
diagnosis
Treatment
recommendations
Staff/resource
allocation
Surgical robots
Therapy
development
Virtual health
assistants
https://www.climatechange.ai/resources
AI can facilitate recycling
AI can monitor wildlife
AI can facilitate disaster prediction,
assessment and response planning
AI for sustainability Sustainability of AI
Biased training data makes AI models
prejudiced
https://sitn.hms.harvard.edu/flash/2020/racial-discrimination-in-face-recognition-technology/
AI is a power-hungry technology
Estimated
CO2 emissions (lbs)
Air travel, 1 passenger, NY↔SF 1 984
Training BERT base 1 438
Strubell et al. arxiv 2019
The environmental impact of AI
Energy consumption for
model training and application
Electronic waste
Use of raw materials
Production and transportation
computational hardware
AI will have a massive impact on the job
market
AI
Lund
AI Lund
Open network for artificial intelligence hosted by Lund University, Sweden
http://ai.lu.se/
 AI research, innovation, education and cooperation
 2000 members - academia, industry, public sector
 Very interdisciplinary
 Close connections to other local, Swedish and European e-science
organizations
eSSENCE
WASP
AI
Sweden
Sustainable
AI Center
AI
Competence
for Sweden
Compute
Graduate
School
WASP
HS
RSG
Bioinformatics
ELLIIT
HubAI
Swedish AI
Society
www.compute.lu.se
compute@fysik.lu.se
https://entrepreneur.lu.se/kalendarium/future-of-work-
challenges-and-opportunities-for-ai
Contact me
for projects
or collaborations!
Cell Death, Lysosomes and AI Group
http://research.med.lu.se/sonja-aits
https://www.youtube.com/c/AitsLab
https://www.linkedin.com/in/sonjaaits/
Twitter: @Aitslab
sonja.aits@med.lu.se
Contact me
for projects
or collaborations!

AI and sustainability

  • 1.
    AI as aTool and Target for Sustainability Efforts Sonja Aits Cell Death, Lysosomes and Artificial Intelligence Group, Lund University & Lund Institute of Advanced Neutron and X-Ray Science (LINXS) sonja.aits@med.lu.se @Aitslab
  • 2.
  • 3.
    AI is apowerful tool for image analysis Classifying and scoring images Counting and tracking objects Distinguishing structures
  • 4.
    AI can helpmine unstructured text data News articles Twitter messages Government/NGO reports Public mailing lists Health care data Self-reporting apps Web searches Test results … Text classification Named entity recognition Relation extraction Sentiment analysis Summarization
  • 5.
    Other applications ofAI • Forecasting • Outlier detection • Data clustering • Recommender systems • Chat bots • Generation of artificial data …
  • 6.
    How can AImake the world more sustainable?
  • 7.
    AI can helptackle global health crises Named entity recognition Named entity linking Relationship extraction
  • 8.
    AI can improvehealth care and make quality care more accessible Collecting patient history Automated diagnosis Treatment recommendations Staff/resource allocation Surgical robots Therapy development Virtual health assistants
  • 9.
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    AI can facilitatedisaster prediction, assessment and response planning
  • 13.
    AI for sustainabilitySustainability of AI
  • 14.
    Biased training datamakes AI models prejudiced https://sitn.hms.harvard.edu/flash/2020/racial-discrimination-in-face-recognition-technology/
  • 15.
    AI is apower-hungry technology Estimated CO2 emissions (lbs) Air travel, 1 passenger, NY↔SF 1 984 Training BERT base 1 438 Strubell et al. arxiv 2019
  • 16.
    The environmental impactof AI Energy consumption for model training and application Electronic waste Use of raw materials Production and transportation computational hardware
  • 17.
    AI will havea massive impact on the job market
  • 20.
    AI Lund AI Lund Open networkfor artificial intelligence hosted by Lund University, Sweden http://ai.lu.se/  AI research, innovation, education and cooperation  2000 members - academia, industry, public sector  Very interdisciplinary  Close connections to other local, Swedish and European e-science organizations eSSENCE WASP AI Sweden Sustainable AI Center AI Competence for Sweden Compute Graduate School WASP HS RSG Bioinformatics ELLIIT HubAI Swedish AI Society
  • 21.
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    Contact me for projects orcollaborations! Cell Death, Lysosomes and AI Group http://research.med.lu.se/sonja-aits https://www.youtube.com/c/AitsLab https://www.linkedin.com/in/sonjaaits/ Twitter: @Aitslab sonja.aits@med.lu.se Contact me for projects or collaborations!