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Delve into art and creativity using Python
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PyLondinium18
June 09, 2018
Programming
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Delve into art and creativity using Python
PyLondinium18
June 09, 2018
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Transcript
Delve Into Art and Creativity with Python Aparna Krishnakumar Next
Tech Lab SRM University
Next Tech Lab SRM University
Deep Learning what has been done and what can be
done
Culture/ Application Deep Learning Architecture Creativity Basic Advanced ‘ART’ Culture/
Application Libraries Art
Why Python? • Easy implementation • Powerful, Image processing libraries
• comprehensive material • Open Source • AI Frameworks- TensorFlow, Keras, Pytorch • Community • Research Oriented
Artificial Intelligence-Deep Learning
Training examples X features Data
Neural Networks Weights after Activation function back propagation Error cost
function Sigmoid function a=g(w*x+b)
None
Height X width X channel pixel values :0-255
Convolutional Neural Networks Training examples X features
1. Convolution 2. Max Pooling 3.RELU 4. Fully connected Layer
Conv1 Conv2 Conv3 Conv4 more detail
Tate Britain AI exhibit Recognition 2016 Tate Reuters
Style Transfer Leon A. Gatys, Alexander S. Ecker, Matthias Bethge
Image1 Style Content Noise Using weights that minimise the cost
function Output Conv 4 Max Pooling Alpa, beta Gram Matrix Style on style genetic algorithms Conv 2? other types of pooling? Experiment
Style Transfer + Culture
Deep Greetings
Deep Dream Features Snapshot of inner workings feed as input
Iterate over Outputs: Hybrid organisms Fuse cultures Scans/ medical Imaginary Experiment
Foster The People Doing it for the Money
GANS Discriminator Generator Training Data
None
None
Deep Rangoli
Coded Couture • Abstract • Style Transfer • Creative Coding
• GANS • Augmented Intelligence
Why should this be explored further? • Evolution, expression •
Innovation • applications • Architectures • logic • socio-economic applications
@Aparnaakk aparnakrishnakumar.com @Aparnaakk “ there’s more than one way to
do it” (Talk slides and the code for mentioned elements can be found here) Feel free to reach out!
[email protected]