Machine Learning
Workshop: Part Five
Convolutional neural networks
Recognizing images
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Convolutional neural network architecture
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[by Adit Deshpande]
Peeking into a convolutional neural network
http://scs.ryerson.ca/~aharley/vis/ [by Adam Harley]
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Visualizing high-dimensional space
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MNIST dataset has 784 (28x28 greyscale pixels) dimensions
Generative Adversarial Networks
Generating images of faces
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Generative Adversarial Networks
Counterfeiter and detective
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Generative Adversarial Networks
Latent vector arithmetic on faces
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-
+
=
Man with glasses
Man without glasses
Woman without glasses
Woman with glasses
Time series prediction with neural networks
What is happening? What is most likely to happen next?
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This is a job for a Recurrent Neural Network
What is happening? What is most likely to happen next?
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Music composition with an RNN
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Predicting the most likely next note
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Playing a duet with neural networks
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Playing a duet with neural networks
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Through the Eyes of a Self-Driving Tesla
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Summary of links
Andrew Ng video:
https://www.coursera.org/learn/machine-learning/lecture/zcAuT/welcome-to-machine-learning
Iris flower dataset:
https://en.wikipedia.org/wiki/Iris_flower_data_set
Visual neural net server:
http://github.com/JavaFXpert/visual-neural-net-server
Visual neural net client:
http://github.com/JavaFXpert/ng2-spring-websocket-client
Deep Learning for Java: http://deeplearning4j.org
Spring initializr: http://start.spring.io
A.I Duet application: http://aiexperiments.withgoogle.com/ai-duet/view/
Self driving car video: https://vimeo.com/192179727
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Machine Learning
Workshop: Part One
Machine Learning Exposed Workshop: Part Five
By javafxpert
Machine Learning Exposed Workshop: Part Five
Part five of Machine Learning Exposed workshop. Shedding light on machine learning, being gentle with the math.
