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You're reading from  Deep Learning with MXNet Cookbook

Product typeBook
Published inDec 2023
Reading LevelBeginner
PublisherPackt
ISBN-139781800569607
Edition1st Edition
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Author (1)
Andrés P. Torres
Andrés P. Torres
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Andrés P. Torres

Andrés P. Torres, is the Head of Perception at Oxa, a global leader in industrial autonomous vehicles, leading the design and development of State-Of The-Art algorithms for autonomous driving. Before, Andrés had a stint as an advisor and Head of AI at an early-stage content generation startup, Maekersuite, where he developed several AI-based algorithms for mobile phones and the web. Prior to this, Andrés was a Software Development Manager at Amazon Prime Air, developing software to optimize operations for autonomous drones.
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Index

As this ebook edition doesn't have fixed pagination, the page numbers below are hyperlinked for reference only, based on the printed edition of this book.

A

absolute value 97

activation function 68, 70

linear activation function 70

Rectified Linear Unit activation function 70

Adadelta 83

Adagrad 83

Adam 83

AdaMax 83

ADE20K 300

AlexNet 133

AlexNet custom model

creating, from scratch 135, 136

evaluating 137

training 136, 137

AlexNet pre-trained model

evaluating, from Model Zoo 140

loading, from Model Zoo 139, 140

Area Under the Curve (AUC) 147

Atrous Spatial Pyramid Pooling (ASPP) 170

attention 184

attention heads 185

cross-attention head 186

self-attention head 186

Automatic Mixed Precision (AMP) 271

applying, for inference 303

enabling, for training optimization 271

using 313

average pooling layer 130

B

Back-Propagation Through Time (BPTT) 180

Bag-Of-Words...

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Author (1)

author image
Andrés P. Torres

Andrés P. Torres, is the Head of Perception at Oxa, a global leader in industrial autonomous vehicles, leading the design and development of State-Of The-Art algorithms for autonomous driving. Before, Andrés had a stint as an advisor and Head of AI at an early-stage content generation startup, Maekersuite, where he developed several AI-based algorithms for mobile phones and the web. Prior to this, Andrés was a Software Development Manager at Amazon Prime Air, developing software to optimize operations for autonomous drones.
Read more about Andrés P. Torres