The Resource Advanced deep learning with Keras, Philippe Remy

Advanced deep learning with Keras, Philippe Remy

Label
Advanced deep learning with Keras
Title
Advanced deep learning with Keras
Statement of responsibility
Philippe Remy
Creator
Speaker
Subject
Language
eng
Summary
"Keras is an open source neural network library written in Python. It is capable of running on top of MXNet, Deeplearning4j, Tensorflow, CNTK, or Theano. Designed to enable fast experimentation with deep neural networks, it focuses on being minimal, modular, and extensible. This course provides a comprehensive introduction to deep learning. We start by presenting some famous success stories and a brief recap of the most common concepts found in machine learning. Then, we introduce neural networks and the optimization techniques to train them. We'll show you how to get ready with Keras API to start training deep learning models, both on CPU and on GPU. Then, we present two types of neural architecture: convolutional and recurrent neural networks. First, we present a well-known use case of deep learning: recommender systems, where we try to predict the "rating" or "preference" that a user would give to an item. Then, we introduce an interesting subject called style transfer. Deep learning has this ability to transform images based on a set of inputs, so we'll morph an image with a style image to combine them into a very realistic result. In the third section, we present techniques to train on very small datasets. This comprises transfer learning, data augmentation, and hyperparameter search, to avoid overfitting and to preserve the generalization property of the network. Finally, we complete this course by what Yann LeCun, Director at Facebook, considered as the biggest breakthrough in Machine Learning of the last decade: Generative Adversarial Networks. These networks are amazingly good at capturing the underlying distribution of a set of images to generate new images."--Resource description page
Cataloging source
UMI
Characteristic
videorecording
http://library.link/vocab/creatorName
Remy, Philippe
LC call number
QA76.87
PerformerNote
Presenter, Philippe Remy
Runtime
312
http://library.link/vocab/subjectName
  • Python (Computer program language)
  • Neural networks (Computer science)
  • Machine learning
Technique
live action
Label
Advanced deep learning with Keras, Philippe Remy
Link
http://databases.mvlc.org/connect/safari?uiCode=&xmlId=9781788623957
Instantiates
Publication
Note
Title from resource description page (viewed January 26, 2018)
Carrier category
online resource
Carrier category code
  • cr
Carrier MARC source
rdacarrier
Color
multicolored
Configuration of playback channels
unknown
Content category
two-dimensional moving image
Content type code
  • tdi
Content type MARC source
rdacontent
Control code
on1020493867
Dimensions
unknown
Extent
1 online resource (1 streaming video file (5 hr., 11 min., 38 sec.))
Form of item
online
Media category
  • computer
  • video
Media MARC source
  • rdamedia
  • rdamedia
Media type code
  • c
  • v
Medium for sound
other
Other physical details
digital, sound, color
Sound
sound
Sound on medium or separate
sound on medium
Specific material designation
  • remote
  • other
Stock number
CL0500000933
Video recording format
other
Label
Advanced deep learning with Keras, Philippe Remy
Link
http://databases.mvlc.org/connect/safari?uiCode=&xmlId=9781788623957
Publication
Note
Title from resource description page (viewed January 26, 2018)
Carrier category
online resource
Carrier category code
  • cr
Carrier MARC source
rdacarrier
Color
multicolored
Configuration of playback channels
unknown
Content category
two-dimensional moving image
Content type code
  • tdi
Content type MARC source
rdacontent
Control code
on1020493867
Dimensions
unknown
Extent
1 online resource (1 streaming video file (5 hr., 11 min., 38 sec.))
Form of item
online
Media category
  • computer
  • video
Media MARC source
  • rdamedia
  • rdamedia
Media type code
  • c
  • v
Medium for sound
other
Other physical details
digital, sound, color
Sound
sound
Sound on medium or separate
sound on medium
Specific material designation
  • remote
  • other
Stock number
CL0500000933
Video recording format
other

Library Locations

    • Merrimack Valley Library ConsortiumBorrow it
      4 High Street, Suite 175, North Andover, MA, 01845, US
      42.7009413 -71.1255084
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