SlideShare a Scribd company logo
1
Thomas Winters
PhD Student @ KU Leuven & FWO Fellow
@thomas_wint
thomaswinters.be
2
Who here uses technological tools in
their creative process?
3
Who here uses a thesaurus?
Spellchecker? Grammarly? Pinterest?
Google for associations?
4
Part 2:
Text generation
Part 1:
Concept art &
visual communication
generation
5
6
https://labs.openai.com
https://huggingface.co/spaces/stabilityai/stable-diffusion
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https://labs.openai.com/ & https://huggingface.co/spaces/stabilityai/stable-diffusion
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9
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+ “hand holding an
overgrown, lush “
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https://twitter.com/lkwq007/status/1576078349503373312
14
https://twitter.com/i/status/1576078349503373312
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https://www.flyingdog.de/sd/
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17
https://twitter.com/runwayml/status/1568220303808991232
https://twitter.com/runwayml/status/1580183072208977921
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https://huggingface.co/spaces/huggingface-projects/diffuse-the-rest
Emma Watson
wearing a red
leather jacket
(+Lexica prompt words)
20
(harder, but is getting more and more accessible)
21
https://huggingface.co/spaces/lambdalabs/text-to-pokemon
https://huggingface.co/blog/dreambooth
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Images source: https://twitter.com/StrangeNative/status/1579848920796377088
Technology: https://huggingface.co/blog/dreambooth
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https://twitter.com/DiffusionPics/status/1588860369367453700
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https://replicate.com/nateraw/stable-diffusion-videos
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https://www.theverge.com/2022/9/29/23378210/meta-text-to-video-ai-generation-make-a-video-model-dall-e
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https://www.cosmopolitan.com/lifestyle/a403143
56/dall-e-2-artificial-intelligence-cover/
False: didn’t include prompting
29
https://gizmodo.com/getty-ai-art-dall-e-getty-images-ai-art-generators-1849563869
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1.Go to an image generator and try it out for yourself.
1. The easiest would be https://huggingface.co/spaces/stabilityai/stable-diffusion
2. But can also use DALL-E 2 by making an account: https://labs.openai.com/
2.Pick a subject (e.g. an object, a location, a character) you would like to generate,
and then think of any style or style specifiers (e.g. Vincent van Gogh, trail cam
footage, Zelda breath of the wild), and enter it into the generator
3.Now look up prompts to improve this generation, by either browsing the prompt
book or searching for your prompt words on Lexica
4.Open the same image generator you used in step 1 with the same prompt, but
now add extra words you learned from the prompt book or Lexica
5.Compare the two results: which one is better? Can you tweak the words to
improve the results more?
Slides available on https://thomaswinters.be/talk/2022ketchum
33
34
Demo
1. Open your smartphone keyboard
2. Press on any autocomplete word
3. Press 10-20 times
4. You’ve just generated a sentence using an AI
trained to sound similar to you!
Autocomplete counted how often you used certain
words after other words in previously typed texts
I have been trying
to get hold of my
client since the last
few days
35
≈
36
The entire textual internet
Training process of several million $
Best public language model
37
Turn copywriting into copyediting AI content
https://beta.openai.com/playground
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41
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https://app.copy.ai/
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46
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https://beta.openai.com/playground/p/vcWhANC43uOBl2ikLzTGasep?model=text-davinci-002
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1. Go to https://beta.openai.com/playground and create an account
2. In the text area, write the following
Write a list of ideas for a marketing campaign about [fill in something you like here]:
-
3. Press “Submit”
4. Copy paste the best ideas in a list
5. Press the button with two arrows pointing to each other to regenerate using the previous prompt and repeat the previous step
6. Extend the prompt of step 2 by writing some of the best ideas on the lines, and write an empty “-” (without a space) at the bottom.
This prompts the model to find similar ones
7. Redo the whole exercise, but now with “frequency penalty” set to 1 and “presence penalty” set to 1. Does the model seem more
creative now?
8. Set the frequency penalty and presence penalty back to 0, and use the following prompt instead. You can adapt the brief in the
third to last line to the brief you entered previously.
This is a test of your ability to write a marketing concept about an assignment.
You must complete each of five different steps to write a marketing concept.
1. topic handles: identify the main distinct topics that define this assignment
2. association: find funny surprising associated themes associated to one or more topics from step 1.
3. ideas: write three marketing ideas about associations found in step 2.
4. best idea: select the best idea from step 3.
5. pitch: write a pitch for the best idea from step 4, linking clearly to the assignment from the input.
Assignment: campaign that shows that Belgium is an open country for everyone
1. topic handles:
9. Press “Submit” at the bottom. Does this perform better?
10. Adapt the multi-step prompt to make it do another creative task you know how to do well and want to see the AI do. Does it
work better to prompt it with a single instruction, or with multiple steps?
53
Slides: thomaswinters.be/talk/2022ketchum
Follow me on Twitter: @thomas_wint

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