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FreeTutorials Us deep learning convolutional neural networks theano tensorflow

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[FreeTutorials.Us] deep-learning-convolutional-neural-networks-theano-tensorflow

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Total Size

487.0 MB

Total Files

32

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B9DE4F8262677BEB759BDF4856BBCC11BD56874C

/01 Outline and Review/

001 Introduction and Outline.mp4

3.1 MB

002 Review of Important Concepts.mp4

6.0 MB

003 Where to get the code and data for this course.mp4

5.9 MB

004 How to Succeed in this Course.mp4

10.0 MB

005 How to load the SVHN data and benchmark a vanilla deep network.mp4

10.5 MB

/02 Convolution/

006 What is convolution.mp4

9.0 MB

007 Convolution example with audio Echo.mp4

12.7 MB

008 Convolution example with images Gaussian Blur.mp4

14.7 MB

009 Convolution example with images Edge Detection.mp4

8.3 MB

010 Write Convolution Yourself.mp4

19.4 MB

011 Alternative Views on Convolution.mp4

10.3 MB

/03 Convolutional Neural Network Description/

012 Translational Invariance.mp4

3.8 MB

013 Architecture of a CNN.mp4

8.9 MB

014 Relationship to Biology.mp4

4.1 MB

015 Convolution and Pooling Gradients.mp4

4.4 MB

016 LeNet - How the Shapes Go Together.mp4

22.7 MB

/04 Convolutional Neural Network in Theano/

017 Theano - Building the CNN components.mp4

7.3 MB

018 Theano - Full CNN and Test on SVHN.mp4

41.3 MB

019 Visualizing the Learned Filters.mp4

9.4 MB

/05 Convolutional Neural Network in TensorFlow/

020 TensorFlow - Building the CNN components.mp4

6.2 MB

021 TensorFlow - Full CNN and Test on SVHN.mp4

25.2 MB

/06 Practical Tips/

022 Practical Image Processing Tips.mp4

5.2 MB

/07 Project Facial Expression Recognition/

023 Facial Expression Recognition Problem Description.mp4

22.5 MB

024 The class imbalance problem.mp4

10.6 MB

025 Utilities walkthrough.mp4

14.1 MB

026 Convolutional Net in Theano.mp4

54.2 MB

027 Convolutional Net in TensorFlow.mp4

50.0 MB

/08 Appendix/

028 How to install Numpy Scipy Matplotlib Pandas IPython Theano and TensorFlow.mp4

46.0 MB

029 How to Code by Yourself part 1.mp4

25.7 MB

030 How to Code by Yourself part 2.mp4

15.5 MB

/

[FreeTutorials.Us].txt

0.1 KB

Freetutorials.Us.url

0.1 KB

 

Total files 32


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