awesome-machine-learning-art
:robot::art::guitar:A curated list of awesome projects, works, people, articles, and resource for creating art (including music) with machine learning. It's machine learning art.
https://github.com/vibertthio/awesome-machine-learning-art
Last synced: 6 days ago
JSON representation
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Projects
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Visual
- Dirty Data - 😈 What happens when you use ‘dirty’ data? Does the network learn anything? If so, what does it learn? Is there anything interesting we can get out of it?
- Everyone Dance Now - 💃 transfer any person into a professional dancer immediately.
- Learn to see - :eye: An artificial neural network making predictions on live webcam input, trying to make sense of what it sees, in context of what it’s seen before. It can see only what it already knows, just like us.
- Fall of the House of Usher - 🎥 12-minutes animation. Eash still is generated by a neural net (pix2pix) trained on the artist’s ink drawings.
- What I saw before the darkness - A neural network imagines a person. Then, one by one, neurons in the network are being switched off...
- Drawing Orientations
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Music
- Magenta - An open source research project exploring the role of machine learning as a tool in the creative process.
- The Infinite Drum Machine - 🥁 Thousands of everyday sounds, organized using machine learning.
- Beat Blender - 🥁 Blend beats using machine learning to create music in a fun new way.
- Melody Mixer - 🎶 A fun way to explore music using machine learning.
- Performance RNN - :musical_keyboard: Real-time performance by a reccurent neural network (RNN) in the browser.
- Neural Beatbox - 🎤 RNN-based rhythm geration + audio classification = fun!
- AI DJ - 💽 A live performance featuring an Artificial Intelligence (AI) DJ playing alongside a human DJ. It won “Honorary Mentions” Award at Prix Ars Electronica 2018.
- Sornting - A game based on a musical machine learning algorithm which can interpolate different melodies. The player has to listen to the music to find out the right order, or "sort" the song.
- RUNN - A game based on a musical machine learning algorithm which can generate melodies.
- Jazz RNN - Listen to the jazz created by an algorithm.
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Text
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Interactive
- The Wekinator - It allows anyone to use machine learning to build new musical instruments, gestural game controllers, computer vision or computer listening systems, and more. It's free and open source.
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Misc
- Machine Learning for Creativity and Design 2019
- Machine Learning for Creativity and Design, NeurIPS 2018 Workshop - 👨👩👧👦 It features 35 papers about mahcine learning art, incluing a wide range of different disciplines.
- Autonomous Trap 001 - the artist used ritual magic to trap self-driving cars.
- Fake New Generator - The model can generate almost meaningful text from any title.
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People to Follow
- Tero Parviainen - Software developer, music hacker, and writer. Building the design tools of the future at creative.ai.
- Gene Kogan - an artist and a programmer who initiated ml4a.
- 大トロ(hardmaru) - Research Scientist at Google Brain, Tokyo.
- Douglas Eck - The leader of Magenta, Google Brain.
- Adam Roberts - Music researcher in Magenta, Google Brain.
- Kyle McDonald - An artist working with code. He is a contributor to openFrameworks.
- Mario Klingemann - Artist, Neurographer, Coder, Data Collector, Archivist, Artist in residence @googleart.
- Memo Akten - Artist, researcher and philomath working with computation as medium, inspired by the intersections of science and spirituality.
- Robbie Barrat - Artist working with AI who is 19 years old and work in a research lab at stanford.
- Janelle Shane - Research Scientist in optics. Plays with neural networks.
- Samim - Currently working for Google. Designer & Code Magician. Machine Learning, Flora-Fauna-Human-Computer-Interaction.
- Luba Elliott - Curator, researcher, organizer of several crative AI events.
- Nao Tokui - Runs a creative lab, Qosmo, in Tokyo. He is the creator of the "AI DJ" project.
- Anna Ridler - An artists who specilizes in machine learning and drawing.
- Rebecca Fiebrink - The creator of The Wekinator (an interacitve machine learning tool).
- Sofia Crespo - An artist based in Berlin. Her works are around microscopy, memetics, botany, and neural nets.
- Tero Parviainen - Software developer, music hacker, and writer. Building the design tools of the future at creative.ai.
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Articles and Talks
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Misc
- Machine learning for artists (a.k.a ml4a) (Gene Kogan) - This article compares the emerging of ML in art as the case of CV in early 2000s.
- Artists and Machine Intelligence - A program at Google that brings artists and engineers together to realize projects using Machine Intelligence.
- MusicVAE: Creating a palette for musical scores with machine learning
- BBC Sounds: The arts and artificial intelligence - A painting by a GAN model is sold for $432,500 USD in an auction (NOTE: the original code is written by [Robbie Barrat](https://t.co/G3lVHm5UB0), [The Verge](https://www.theverge.com/2018/10/23/18013190/ai-art-portrait-auction-christies-belamy-obvious-robbie-barrat-gans)). The talk is joined by Mario Klingemann and Anna Ridler.
- The AI Art At Christie’s Is Not What You Think - Jason Bailey interview both Huge from Obvious and Robbie Barrat to investigate further into the controversial auction of Christie.
- How Generative Music Works: A Perspective - It's a website describing generative music interactively.
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Learning Resources
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Beginners
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Medium
- Learning Machines - Taught by Patrick Hebron at NYU/ITP, Fall 2017.
- Machine Learning for Musicians and Artists (Rebecca Fiebrink)
- ml4a (Machine Learning for Artists)
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Adanced
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Libraries
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Adanced
- ml5.js - :robot: 🖌 It aims to make machine learning approachable for a broad audience of artists, creative coders, and students.
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