Data Analysis and Machine Learning: Convolutional Neural Networks
Contents
Convolutional Neural Networks (recognizing images)
Regular NNs don’t scale well to full images
3D volumes of neurons
Layers used to build CNNs
Transforming images
CNNs in brief
CNNs in more detail, building convolutional neural networks in Tensorflow and Keras
Setting it up
The MNIST dataset again
Strong correlations
Layers of a CNN
Systematic reduction
Prerequisites: Collect and pre-process data
Importing Keras and Tensorflow
Using TensorFlow backend
Train the model
Visualizing the results
Running with Keras
Final part
Final visualization
Fun links
Fun links
Self-Driving cars using a convolutional neural network
Abstract art using convolutional neural networks
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