Machine Learning
Workshop: Part Five
Convolutional neural networks
Recognizing images
@KatharineCodes @JavaFXpert
Convolutional neural network architecture
@KatharineCodes @JavaFXpert
[by Adit Deshpande]
Peeking into a convolutional neural network
http://scs.ryerson.ca/~aharley/vis/ [by Adam Harley]
@KatharineCodes @JavaFXpert
Visualizing high-dimensional space
@KatharineCodes @JavaFXpert
MNIST dataset has 784 (28x28 greyscale pixels) dimensions
Generative Adversarial Networks
Generating images of faces
@KatharineCodes @JavaFXpert
Generative Adversarial Networks
Counterfeiter and detective
@KatharineCodes @JavaFXpert
Generative Adversarial Networks
Latent vector arithmetic on faces
@KatharineCodes @JavaFXpert
-
+
=
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?
@KatharineCodes @JavaFXpert
This is a job for a Recurrent Neural Network
What is happening? What is most likely to happen next?
@KatharineCodes @JavaFXpert
Music composition with an RNN
@KatharineCodes @JavaFXpert
Predicting the most likely next note
@KatharineCodes @JavaFXpert
Playing a duet with neural networks
@KatharineCodes @JavaFXpert
Playing a duet with neural networks
@KatharineCodes @JavaFXpert
Through the Eyes of a Self-Driving Tesla
@KatharineCodes @JavaFXpert
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
@KatharineCodes @JavaFXpert
Machine Learning