AI LINKS Understanding Neural Networks 3blue1brown What is Neural Network? https://www.youtube.com/watch?v=aircAruvnKk How does it learn? https://www.youtube.com/watch?v=IHZwWFHWa-w Backpropagation: https://www.youtube.com/watch?v=Ilg3gGewQ5U Neural networks and deeplearning Online book http://neuralnetworksanddeeplearning.com/ A.I. wiki https://skymind.ai/wiki/ Introduction to Artificial Intelligence: https://aalto.finna.fi/Record/alli.550320 pix2pix explained https://affinelayer.com/pix2pix/ ​ BigGAN demo Colab: https://colab.research.google.com/github/tensorflow/hub/blob/master/examples/colab/biggan _generation_with_tf_hub.ipynb Gene Kogan: what neural networks see? http://ml4a.github.io/demos/ https://experiments.withgoogle.com/what-neural-nets-see Yosinski et al: Understanding Neural Networks Through Deep Visualization http://yosinski.com/deepvis Ai Weirdness-blog (with goats) https://aiweirdness.com/post/171451900302/do-neural-nets-dream-of-electric-sheep AI Tools Open AI: https://openai.com/ ​ Google AI: https://ai.google/ ​ Google Cloud: https://cloud.google.com/ ​ Tensorflow: https://js.tensorflow.org/ ​ https://www.blog.google/technology/ai/powered-by-tensorflow/ DCGAN.torch: https://github.com/soumith/dcgan.torch ​ Latentspace visualization: https://github.com/despoisj/LatentSpaceVisualization ​ Pytorch CycleGAN and pix2pix: https://github.com/junyanz/pytorch-CycleGAN-and-pix2pix/blob/master/docs/tips.md Robbie Barrat, art-DCGAN: https://github.com/robbiebarrat/art-DCGAN/blob/master/INSTALL.md AI & Art Tools RunwayML https://learn.runwayml.com/#/ Open Frameworks https://openframeworks.cc/ Machine learning for artists (Gene Kogan): https://ml4a.github.io/index/ ML5 -machinelearning f artists https://ml5js.org/ Creative coding openprocessing https://www.openprocessing.org/ Robbie Barrat, art-DCGAN: https://github.com/robbiebarrat/art-DCGAN/blob/master/INSTALL.md AI Art in Browser Artbreeder: www.artbreeder.com ​ GAN Paint Dissection - draw demo! https://gandissect.csail.mit.edu/ ​ https://gandissect.csail.mit.edu/ Deep dream generators https://dreamscopeapp.com/deep-dream-generator https://deepdreamgenerator.com/ Styletransfer in browser: https://reiinakano.github.io/arbitrary-image-stylization-tfjs/ ​ pix2pix explained https://affinelayer.com/pix2pix/ ​ Writing & AI https://www.robinsloan.com/notes/writing-with-the-machine/ GTP-2 Talk to Transformer https://talktotransformer.com Online AI’s Evie AI https://www.eviebot.com/en/ Norman the psychopath AI http://norman-ai.mit.edu/ Racist Tay Microsoft Twitter AI https://www.theverge.com/2016/3/24/11297050/tay-microsoft-chatbot-racist Demos & Cool Projects AI Experiments with Google: https://experiments.withgoogle.com/collection/ai ​ Tensorflow demo’s: https://js.tensorflow.org/demos/ Magenta Tensorflow demos https://magenta.tensorflow.org/demos ​ Teachable machine: https://teachablemachine.withgoogle.com/ Imaginary soundscapes: http://www.imaginarysoundscape.net/#/street ​ No machine is an island installation http://entretags.de/no-machine-is-an-island/ pix2pix explained https://affinelayer.com/pix2pix/ ​ Lyrebird voice synthesizer https://lyrebird.ai Gansynth https://magenta.tensorflow.org/gansynth Alice: emotion-drawings http://www.enteractive.space/alice/ BigGAN demo Colab: https://colab.research.google.com/github/tensorflow/hub/blob/master/examples/colab/biggan _generation_with_tf_hub.ipynb GAN showcase in browser example https://alantian.net/ganshowcase/ ​ Tensorflow playground https://playground.tensorflow.org/ StyleGAN Paintings (With Kaggle Painters by number) 512x512 https://imgur.com/a/8nkMmeB Datasets Kaggle https://www.kaggle.com/datasets Open datasets: https://skymind.ai/wiki/open-datasets Google Datasets: https://ai.google/tools/datasets/ Open images Extended – Crowdso https://storage.googleapis.com/openimages/web/index.html Art Theory But is it ART? an introduction to art theory https://aalto.finna.fi/Record/alli.660656 The art of understanding art https://aalto.finna.fi/Record/alli.635972 Online Articles Against singularity https://www.wired.co.uk/article/artificial-intelligence-extended-intelligence Article of an AI artist Helena Sarin: https://thegradient.pub/playing-a-game-of-ganstruction/ ​ Helena Sarin, Why bigger isn’t always Better: https://www.artnome.com/news/2018/11/14/helena-sarin-why-bigger-isnt-always-better-with- gans-and-ai-art Memo Akten, poetry in Deepdream https://medium.com/@memoakten/deepdream-is-blowing-my-mind-6a2c8669c698 Biased AI & Art https://www.artsy.net/article/artsy-editorial-artist-working-artificial-intelligence-white Verge: What algorithmic art can teach us about artificial intelligence https://www.theverge.com/2018/8/21/17761424/ai-algorithm-art-machine-vision-perception-t om-white-treachery-imagenet AI Art History https://www.artsy.net/article/artsy-editorial-art-failing-grasp-christies-ai-portrait-coup Hito Stayler https://conversations.e-flux.com/t/hito-steyerl-and-kate-crawford-on-stupid-ai-and-the-value-o f-comradeship/5957 Papers Paper: Understanding neural networks http://yosinski.com/media/papers/Yosinski__2015__ICML_DL__Understanding_Neural_Net works_Through_Deep_Visualization__.pdf Mäki-Reinikka, K.: Cave Paintings for AI - Art in the Age of Singularity https://aaltodoc.aalto.fi/handle/123456789/35358 How do we see art? Paper: https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3170918/ ​ Festivals and Exhibitions Ars Electronica Festival (Litnz) https://ars.electronica.art/news/en/ Pixelache Festival (Helsinki) https://www.pixelache.ac/ Barbican (London) AI Exhibition https://www.barbican.org.uk/whats-on/2019/event/ai-more-than-human Misc EyeEm Shortlisting photo competition with AI https://www.eyeem.com/ Kicking robots https://www.youtube.com/watch?v=4PaTWufUqqU&t=73s Deepmind: https://deepmind.com/ ​ Deepart (quite kitch?): https://deepart.io/ ​ Quora: difference between GAN and CNN https://www.quora.com/Whats-the-difference-between-CNN-GANs-autoencoders-and-VAE Speech to text Google Drive! https://drive.google.com/drive/ ​ or https://dictation.io/speech ​ Lyrebird voice synthesizer https://lyrebird.ai River in NZ that got rights https://www.theguardian.com/world/2017/mar/16/new-zealand-river-granted-same-legal-right s-as-human-being Temple Grandin (cow slaughterhouse inventor) https://fi.wikipedia.org/wiki/Temple_Grandin Stefanie Blain, biosongs https://www.youtube.com/watch?v=O_Ob3JTThyU ​ .