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Artificial
intelligence
Question # 1
What are examples of AI?
https://assistant.google.com/
https://ada.com/
https://quickdraw.withgoogle.com/
https://open.spotify.com/
What other examples of AI do you know?
Question # 2
What is artificial intelligence?
Artificial intelligence (AI) is an intelligent assistant.
https://www.goodreads.com/review/show/4276261415
Page 22.
AI has the ability to
 anticipate needs of people and
 make recommendations to people.
https://hbr.org/2020/03/ai-is-changing-work-and-leaders-need-to-adapt
Most artificial intelligence examples such as self driving cars rely
heavily on deep learning and natural language processing.
Using these technologies, computers can be trained to accomplish
specific tasks by processing large amounts of data
and recognizing patterns in the data.
https://www.sas.com/en_us/insights/analytics/what-is-artificial-intelligence.html
Machine learning is part of / a subset of artificial intelligence.
Machine learning involves computational methods that use past
information / data, which has been labeled, to
improve performance or make accurate predictions.
https://www.goodreads.com/review/show/4276261415
Pages 52 and 62.
Deep learning is part of / a subset of machine learning.
In deep learning, task are broken down and
distributed onto machine learning algorithms
that are organized in consecutive layers.
https://www.goodreads.com/review/show/4276261415
Page 62.
A small, representative set of data is better than a large,
unrepresentative set of data.
Example: If 10,000 images of faces represent 8 out of 10
skin tones, AI cannot recognize the 2 skin tones it has not
been exposed to at all.
https://www.goodreads.com/review/show/4276261415
Page 106.
AI is an old field, and few ideas are truly new.
The current advances in deep learning have their roots in neural
network research from the 1980s and 1990s, and that research in
turn was based on ideas and experiments from all the way back
in the 1940s.
http://togelius.blogspot.com/2017/07/some-advice-for-journalists-writing.html
Question # 3
What is the purpose of
artificial intelligence?
What is the
purpose of
artificial
intelligence?
https://www.weforum.org/agenda
/2018/11/chatbots-without-a-
cause-why-conversational-ai-wont-
work-without-purpose
Artificial intelligence (AI) is enabling vertical farming in which plants
can be grown in city warehouses in 10 meter stacks of trays.
Such vertical farms require less water and fertilizer than
traditional farms.
https://www.goodreads.com/review/show/2570746538
Question # 4
What are machines really good at?
Machines can answer specific questions.
https://www.goodreads.com/review/show/4276261415
Page 22.
Computers such as calculators can calculate numbers
much faster than humans.
https://www.goodreads.com/review/show/4276261415
Page 6.
Machines are good at
 doing repetitive, routine work and
 analyzing large data sets.
https://www.goodreads.com/review/show/2570746538
Page 5.
A goal of the Chinese government is to be able to use
its cameras to identify people within 3 seconds
with 90% accuracy.
https://www.goodreads.com/review/show/4276261415
Page 119.
AI techniques from deep learning, image classification and object
recognition can be used to find cancer on magnetic resonance
imagining (MRIs) with the same accuracy as highly trained
radiologists.
https://www.sas.com/en_us/insights/analytics/what-is-artificial-intelligence.html
AI is particularly good at analyzing images.
For example, you can imagine taking a mobile phone and
uploading an image and training an AI system to say, “Is this
likely to be skin cancer or not?”
https://www.mckinsey.com/featured-insights/artificial-intelligence/ai-ethics-podcast
AI can be used to monitor buildings and machines
- forecasting when and what to repair before breakdowns.
https://www.goodreads.com/review/show/4276261415
Page 80.
Precision agriculture requires a vast network of Internet of
Things sensors.
This information might include images by satellites
or drones, sensors in the field and sensors on
farm equipment.
https://www.goodreads.com/review/show/2570746538
Page 35.
Machines can compose text that is almost
indistinguishable from human writing.
https://www.goodreads.com/review/show/4276261415
Page 5.
AI can transform the field of law. An example: Negotiating and
finalizing a contract includes that lawyers on each side manually
review, edit and exchange documents. This process can
take a long time, for example because contracts are long. There is an
opportunity to automate this process.
AI technology will broaden a lawyer’s role from a narrow focus on risk
mitigation to more strategic engagement on company initiatives.
https://www.forbes.com/sites/robtoews/2019/12/19/ai-will-transform-the-field-of-law/#5f3901447f01
AI will disrupt every phase of the scientific process:
1. Ask questions and make observations.
2. Devise hypotheses.
3. Design experiment and test predictions based on hypotheses.
4. Run tests and collect data.
5. Develop generalized theories.
https://www.goodreads.com/review/show/2570746538
Page 69.
Question # 5
How can people help machines?
Humans can understand the purpose of doing something.
https://www.goodreads.com/review/show/4276261415
Page 6.
Humans can train machines to perform tasks.
https://www.goodreads.com/review/show/2570746538
Page 107.
https://www.goodreads.com/review/show/2570746538
Page 117.
Empathy trainers can teach AI systems
how to display compassion.
https://www.goodreads.com/review/show/2570746538
Page 118.
Personality trainers can help AI systems
become more humanlike.
Worldview and localization trainers help chatbots become
more sensitive to different ways of thinking and
communicating across the globe.
https://www.goodreads.com/review/show/2570746538
Page 119.
AI safety engineers
 anticipate unintended consequences of AI
systems and
 address any harmful occurrences with the
appropriate strategy.
https://www.goodreads.com/review/show/2570746538
Page 129.
https://www.goodreads.com/review/show/2570746538
Page 107.
Humans can explain machine outcomes.
There is a need for people to learn more about how to
 think creatively, for example rethinking how people work,
 make the right judgments and
 communicate effectively.
https://hbr.org/2020/03/ai-is-changing-work-and-leaders-need-to-adapt
What else can people do to help machines?
Other sources of inspiration
https://deepdreamgenerator.com/
https://www.instagram.com/botsofnewyork/
https://openai.com/blog/openai-api/
https://thispersondoesnotexist.com/

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Artificial intelligence

  • 2. Question # 1 What are examples of AI?
  • 7. What other examples of AI do you know?
  • 8. Question # 2 What is artificial intelligence?
  • 9. Artificial intelligence (AI) is an intelligent assistant. https://www.goodreads.com/review/show/4276261415 Page 22.
  • 10. AI has the ability to  anticipate needs of people and  make recommendations to people. https://hbr.org/2020/03/ai-is-changing-work-and-leaders-need-to-adapt
  • 11. Most artificial intelligence examples such as self driving cars rely heavily on deep learning and natural language processing. Using these technologies, computers can be trained to accomplish specific tasks by processing large amounts of data and recognizing patterns in the data. https://www.sas.com/en_us/insights/analytics/what-is-artificial-intelligence.html
  • 12. Machine learning is part of / a subset of artificial intelligence. Machine learning involves computational methods that use past information / data, which has been labeled, to improve performance or make accurate predictions. https://www.goodreads.com/review/show/4276261415 Pages 52 and 62.
  • 13. Deep learning is part of / a subset of machine learning. In deep learning, task are broken down and distributed onto machine learning algorithms that are organized in consecutive layers. https://www.goodreads.com/review/show/4276261415 Page 62.
  • 14. A small, representative set of data is better than a large, unrepresentative set of data. Example: If 10,000 images of faces represent 8 out of 10 skin tones, AI cannot recognize the 2 skin tones it has not been exposed to at all. https://www.goodreads.com/review/show/4276261415 Page 106.
  • 15. AI is an old field, and few ideas are truly new. The current advances in deep learning have their roots in neural network research from the 1980s and 1990s, and that research in turn was based on ideas and experiments from all the way back in the 1940s. http://togelius.blogspot.com/2017/07/some-advice-for-journalists-writing.html
  • 16. Question # 3 What is the purpose of artificial intelligence?
  • 17. What is the purpose of artificial intelligence? https://www.weforum.org/agenda /2018/11/chatbots-without-a- cause-why-conversational-ai-wont- work-without-purpose
  • 18. Artificial intelligence (AI) is enabling vertical farming in which plants can be grown in city warehouses in 10 meter stacks of trays. Such vertical farms require less water and fertilizer than traditional farms. https://www.goodreads.com/review/show/2570746538
  • 19. Question # 4 What are machines really good at?
  • 20. Machines can answer specific questions. https://www.goodreads.com/review/show/4276261415 Page 22.
  • 21. Computers such as calculators can calculate numbers much faster than humans. https://www.goodreads.com/review/show/4276261415 Page 6.
  • 22. Machines are good at  doing repetitive, routine work and  analyzing large data sets. https://www.goodreads.com/review/show/2570746538 Page 5.
  • 23. A goal of the Chinese government is to be able to use its cameras to identify people within 3 seconds with 90% accuracy. https://www.goodreads.com/review/show/4276261415 Page 119.
  • 24. AI techniques from deep learning, image classification and object recognition can be used to find cancer on magnetic resonance imagining (MRIs) with the same accuracy as highly trained radiologists. https://www.sas.com/en_us/insights/analytics/what-is-artificial-intelligence.html
  • 25. AI is particularly good at analyzing images. For example, you can imagine taking a mobile phone and uploading an image and training an AI system to say, “Is this likely to be skin cancer or not?” https://www.mckinsey.com/featured-insights/artificial-intelligence/ai-ethics-podcast
  • 26. AI can be used to monitor buildings and machines - forecasting when and what to repair before breakdowns. https://www.goodreads.com/review/show/4276261415 Page 80.
  • 27. Precision agriculture requires a vast network of Internet of Things sensors. This information might include images by satellites or drones, sensors in the field and sensors on farm equipment. https://www.goodreads.com/review/show/2570746538 Page 35.
  • 28. Machines can compose text that is almost indistinguishable from human writing. https://www.goodreads.com/review/show/4276261415 Page 5.
  • 29. AI can transform the field of law. An example: Negotiating and finalizing a contract includes that lawyers on each side manually review, edit and exchange documents. This process can take a long time, for example because contracts are long. There is an opportunity to automate this process. AI technology will broaden a lawyer’s role from a narrow focus on risk mitigation to more strategic engagement on company initiatives. https://www.forbes.com/sites/robtoews/2019/12/19/ai-will-transform-the-field-of-law/#5f3901447f01
  • 30. AI will disrupt every phase of the scientific process: 1. Ask questions and make observations. 2. Devise hypotheses. 3. Design experiment and test predictions based on hypotheses. 4. Run tests and collect data. 5. Develop generalized theories. https://www.goodreads.com/review/show/2570746538 Page 69.
  • 31. Question # 5 How can people help machines?
  • 32. Humans can understand the purpose of doing something. https://www.goodreads.com/review/show/4276261415 Page 6.
  • 33. Humans can train machines to perform tasks. https://www.goodreads.com/review/show/2570746538 Page 107.
  • 34. https://www.goodreads.com/review/show/2570746538 Page 117. Empathy trainers can teach AI systems how to display compassion.
  • 36. Worldview and localization trainers help chatbots become more sensitive to different ways of thinking and communicating across the globe. https://www.goodreads.com/review/show/2570746538 Page 119.
  • 37. AI safety engineers  anticipate unintended consequences of AI systems and  address any harmful occurrences with the appropriate strategy. https://www.goodreads.com/review/show/2570746538 Page 129.
  • 39. There is a need for people to learn more about how to  think creatively, for example rethinking how people work,  make the right judgments and  communicate effectively. https://hbr.org/2020/03/ai-is-changing-work-and-leaders-need-to-adapt
  • 40. What else can people do to help machines?
  • 41. Other sources of inspiration https://deepdreamgenerator.com/ https://www.instagram.com/botsofnewyork/ https://openai.com/blog/openai-api/ https://thispersondoesnotexist.com/