O'Reilly logo

Advanced Applied Deep Learning : Convolutional Neural Networks and Object Detection by Umberto Michelucci

Stay ahead with the world's most comprehensive technology and business learning platform.

With Safari, you learn the way you learn best. Get unlimited access to videos, live online training, learning paths, books, tutorials, and more.

Start Free Trial

No credit card required

Index

A

Adam optimizer
Anaconda
benefits/drawbacks
download
install
screen

B

BBox-Label-Tool
Building blocks, CNN
convolutional layer
pooling layer
stacking layers

C

call() function
Chessboard image
blurring kernel I B
creation
horizontal edges
kernel, I H
kernel, I L
kernel I V
transition, values
Classification loss
Confidence loss
Content loss function
Convolution
definition
example, chessboard
SeeChessboard image
kernel I H
kernels
matrix
matrix 3 × 3
multiple channels
Python
size
stride
tensors
visual explanation
works
Convolutional neural network (CNN)
building blocks
SeeBuilding blocks, CNN
visualization
SeeVisualization of CNN
weights
convolutional layer
dense layer
pooling layer
Cost function
cross-entropy
SeeCross-entropy
mathematical notation
MSE
SeeMean Square Error (MSE)
Cross-entropy ...

With Safari, you learn the way you learn best. Get unlimited access to videos, live online training, learning paths, books, interactive tutorials, and more.

Start Free Trial

No credit card required