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a gridded 2d visualization of 1,728 pictures of animals clustered by similarity using t-SNE. each of the images are first encoded into 4096-bit feature vector derived from the activations of the last fully-connected layer in a convolutional neural network. Then the features are reduced to 2d using t-SNE dimensionality reduction technique, and then gridded using RasterFairy.
software used:
github.com/kylemcdonald/ofxCcv/
github.com/Quasimondo/RasterFairy
images downloaded from Caltech-256:
www.vision.caltech.edu/Image_Datasets/Caltech256/images/
animals include:
bat, bear, bonsai*, butterfly, cactus*, camel, centipede, chimp, cockroach, conch, crab, dog, dolphin, duck, elephant, elk, fern*, frog, giraffe, goat, goose, gorilla, grasshopper, hawksbill, hibiscus, horse, horseshoe-crab, house-fly, iguana, hummingbird, ibis, iris, killer-whale, kangaroo, llama, mushroom*, octopus, ostrich, owl, penguin, porcupine, praying-mantis, raccoon, scorpion, skunk, snake, snail, spider, starfish*, sunflower, swan, greyhound, trilobite, unicorn, zebra, toad, triceratops
* i know some of these are technically not in the animal kingdom
For all theater buffs out there - Which play by Shakespeare did I have in mind creating this picture? - Put your answers in the comments.
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Version 5.2 of Midjourney has been released, and the results are even more impressive.
A digital image 'dreamed by' Midjourney, an artificial intelligence program that creates images from textual descriptions. The technique evolves fast. Let's compare these results with the images in one year's time..
A digital image 'dreamed by' Midjourney, an artificial intelligence program that creates images from textual descriptions.
Machine learning techniques are being actively pursued in the private sector and have been widely adopted in fields such as computational biology and computer vision. However, the role of machine learning in economics has so far been limited. This workshop was organized to provide a forum to discuss how ideas and techniques from machine learning could be applied to economic questions. The workshop will bring together researchers from computer science, statistics, econometrics and applied economics to foster interactions and discuss different perspectives on statistical learning and its potential impact on economics.
The workshop began with overview talks on machine learning and statistics by researchers from outside of economics. Three following sessions were organized around the themes of causal inference, prediction, and networks and complex data. Each session included the presentation of papers in economics that make use of machine learning methodology, followed by a discussion by researchers from multiple communities.
A digital image 'dreamed by' Midjourney, an artificial intelligence program that creates images from textual descriptions.
A digital image 'dreamed by' Midjourney, an artificial intelligence program that creates images from textual descriptions.
Scala eXchange 2016, Thursday, 8th - Friday, 9th December at Business Design Centre, London. skillsmatter.com/conferences/7432-scala-exchange-2016#pro.... Images copyright www.edtelling.com
Commissioned to work with SALT Research collections, artist Refik Anadol employed machine learning algorithms to search and sort relations among 1,700,000 documents. Interactions of the multidimensional data found in the archives are, in turn, translated into an immersive media installation. Archive Dreaming, which is presented as part of The Uses of Art: Final Exhibition with the support of the Culture Programme of the European Union, is user-driven; however, when idle, the installation "dreams" of unexpected correlations among documents. The resulting high-dimensional data and interactions are translated into an architectural immersive space.
Shortly after receiving the commission, Anadol was a resident artist for Google's Artists and Machine Intelligence Program where he closely collaborated with Mike Tyka and explored cutting-edge developments in the field of machine intelligence in an environment that brings together artists and engineers. Developed during this residency, his intervention Archive Dreaming transforms the gallery space on floor -1 at SALT Galata into an all-encompassing environment that intertwines history with the contemporary, and challenges immutable concepts of the archive, while destabilizing archive-related questions with machine learning algorithms.
In this project, a temporary immersive architectural space is created as a canvas with light and data applied as materials. This radical effort to deconstruct the framework of an illusory space will transgress the normal boundaries of the viewing experience of a library and the conventional flat cinema projection screen, into a three dimensional kinetic and architectonic space of an archive visualized with machine learning algorithms. By training a neural network with images of 1,700,000 documents at SALT Research the main idea is to create an immersive installation with architectural intelligence to reframe memory, history and culture in museum perception for 21st century through the lens of machine intelligence.
SALT is grateful to Google's Artists and Machine Intelligence program, and DoÄŸuÅŸ Technology, Å KODA, Volkswagen DoÄŸuÅŸ Finansman for supporting Archive Dreaming.
Location : SALT Gatala, Istanbul, Turkey
Exhibition Dates : April 20 - June 11
6 Meters Wide Circular Architectural Installation
4 Channel Video, 8 Channel Audio
Custom Software, Media Server, Table for UI Interaction
For more information:
refikanadol.com/works/archive-dreaming/
Generated by MidJourney for Aaron Ximm, v3 engine, late July 2022; prompt: "intricate colorful ::burning-man-festival, illustrations, botanical illustration, earthy palette, natural dyes. Volumetric shading. Many species. Colored pencil and water color. Isometric false perspective. Long shot. Style of Rousseau, Seuss, Sendak, Arts-and-Crafts. The playa at golden hour. --ar 3:2"
A digital image 'dreamed by' Midjourney, an artificial intelligence program that creates images from textual descriptions.
A digital image 'dreamed by' Midjourney, an artificial intelligence program that creates images from textual descriptions.
Sandia National Laboratories cybersecurity expert Chris Jenkins and his team at Sandia partnered with researchers at Purdue University in West Lafayette, Indiana, to test an idea that could secure computer networks on military aircraft.
Here, Chris sits in front of a whiteboard with the original sketch of the moving target defense idea for which he is the team lead. When the COVID-19 pandemic hit, Jenkins began working from home, and his office whiteboard remained virtually undisturbed for more than two years.
Learn more at bit.ly/3IXdnO3
Photo by Craig Fritz
Generated by MidJourney for Aaron Ximm, v3 engine, late July 2022; prompt: "intricate colorful ::burning-man-festival, illustrations, botanical illustration, earthy palette, natural dyes. Volumetric shading. Many species. Colored pencil and water color. Isometric false perspective. Long shot. Style of Rousseau, Seuss, Sendak, Arts-and-Crafts. The playa at golden hour. --ar 3:2"
A digital image 'dreamed by' Midjourney, an artificial intelligence program that creates images from textual descriptions.
A digital image 'dreamed by' Midjourney, an artificial intelligence program that creates images from textual descriptions.
For all theater buffs out there - Which play by Shakespeare did I have in mind creating this picture?
Easy or not? - Put your answers in the comments.
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Version 5.2 of Midjourney has been released, and the results are even more impressive.
A digital image 'dreamed by' Midjourney, an artificial intelligence program that creates images from textual descriptions. The technique evolves fast. Let's compare these results with the images in one year's time..