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Machine Learning
for creators
'Any sufficiently advanced technology is
indistinguishable from magic.' -Arthur Clarke
01 Getting started
02 Remixable tutorials
03 Design considerations
03 News and events
06 Creators
04 Tools
05 Examples
06 More resources
09 Open opportunities
🧩 Getting started
Not sure where to begin? Check this out first:
🧩
What is Machine Learning?
Introduction and motivation for creative use of machine intelligence
Coming soon
>
🧩
Why use Machine Learning?
The case for creatives to consider using machine intelligence
Coming soon
>
🧩
Design Considerations for Machine Learning
What are the principles, elements, and design language?
More
>
😻 Remixable tutorials
Plug-and-play tutorials to build and launch your own machine learning prototypes.
Join our community
to share or ask questions, participate in our weekly hangout, and to find out when new tutorials are released!
EASY
👃
Nose Canvas
Track human pose through the web camera and paint with your nose, or 16 other body parts
More
>
EASY
🤖
Trainable Cat
Make a website that animates or plays whatever you want based on web cam input
More
>
✅ Design considerations
Essential principles for machine intelligence design
🏗️
Architecture
How might we build a performant, complex analytical system?
More
>
🌊
Dynamics
How might our system diverge significantly from what you intended?
More
>
🔮
Intuition
Does the system require a nuanced understanding of trust?
More
>
💪
Embodiment
How are subjective qualities like personality traits communicated?
More
>
👽
Augmentation
Whom does the system benefit, and in what ways?
More
>
❌
Errata
Does your data include exceptional and risky situations?
More
>
😒
Bias
Does the system tend to make a certain kind of decisions?
More
>
☁️
Transparency
How do users of the system understand and explain its behavior?
More
>
🕹️
Control
How much influence do users have on system behavior?
More
>
📝 News and events
Relevant news about the latest creative tech
🗓
Creative Salon - Designing for AI & Machine Learning
Olivia Seow & Drew Volpe
Tuesday Jul 21, 1pm EST
See more
>
🧙 Interviews and creators
People to follow
🧰 Tools
Click on a card to see more information and tutorials if applicable
All
Visualization
Text
Audio
Generative Design
Computer Vision
⭐
RunwayML
No-code tool for generating images, text, and more
no code
⭐
Wekinator
No-code tool for generating images, text, and more
no code
⭐
Tensorflow WaveNet
Use Tensorflow WaveNet to generate audio and speech
tensorflow
⭐
Image t-SNE
Use Image t-SNE to visualize high-dimensional data
Python
⭐
PoseNet
Use PoseNet to estimate poses in image and video
CODING required
⭐
ofxFaceTracker2
Face detection, landmark tracking, and pose estimation
C++
⭐
Overdub
Create an ultra-realistic text-to-speech of your voice
no code
⭐
GPT-3
Language model for natural language processing tasks
TENSORFLOW
🤸 Creative examples
Seeking inspiration? Check out these creative applications:
All
Graphics
Writing
Music
Dance
✂️
Cut and paste from your surroundings
by Cyril Diagne
May 2020
See example
>
🧘
Animate in real-time using your pose
by Shan Huang
May 2020
See example
>
✍️
AI + Writing
by Google Creative Lab
Nov 2019
See example
>
🎹
Compose music in the style of Bach
by Google
Mar 2019
See example
>
💃
Real-time projection mapping in dance
by Rhizomatiks et. al.
Jul 2018
See example
>
🐥
Visualize bird sounds
by Kyle McDonald et. al.
May 2017
Go to example
>
🚗 Resources to learn more
Other courses and references
⭐
Machine Learning for Musicians and Artists
Use Wekinator to create interactive visual and sound
Goldsmiths, University of London
10/10 | EASY
⭐
Exploring Machine Intelligence for Artists
Explores machine learning using python tools
University of the Arts London
8/10 | Intermediate
🌟 Open opportunities
Hackathons, jobs, funding opportunities
⭐
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