[Tutorialsplanet.NET] Udemy - Deep Learning Advanced Computer Vision

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1.4 GB

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Other

Added

08/08/19 at 4:23pm GMT+1

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Verified by VeriPLUS

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a5b6714d130723fa01744a8d2da260425857b82f

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Description

Udemy - Deep Learning: Advanced Computer Vision [TP]

This is one of the most exciting courses I’ve done and it really shows how fast and how far deep learning has come over the years.

When I first started my deep learning series, I didn’t ever consider that I’d make two courses on convolutional neural networks.

I think what you’ll find is that, this course is so entirely different from the previous one, you will be impressed at just how much material we have to cover.

Let me give you a quick rundown of what this course is all about:

We’re going to bridge the gap between the basic CNN architecture you already know and love, to modern, novel architectures such as VGG, ResNet, and Inception (named after the movie which by the way, is also great!)

We’re going to apply these to images of blood cells, and create a system that is a better medical expert than either you or I. This brings up a fascinating idea: that the doctors of the future are not humans, but robots.

File list

[Tutorialsplanet.NET] Udemy - Deep Learning Advanced Computer Vision
1. Welcome/1. Introduction.mp4 7.8 MB
1. Welcome/1. Introduction.vtt 2.8 KB
1. Welcome/2. Outline and Perspective.mp4 7.5 MB
1. Welcome/2. Outline and Perspective.vtt 7.8 KB
1. Welcome/3. How to Succeed in this Course.mp4 3.3 MB
1. Welcome/3. How to Succeed in this Course.vtt 3.5 KB
2. Review/1. Review of CNNs.mp4 18.5 MB
2. Review/1. Review of CNNs.vtt 18.5 MB
2. Review/2. Where to get the code and data.mp4 2.2 MB
2. Review/2. Where to get the code and data.vtt 2.8 KB
2. Review/3. Fashion MNIST.mp4 3.3 MB
2. Review/3. Fashion MNIST.vtt 4 KB
2. Review/4. Review of CNNs in Code.mp4 7.6 MB
2. Review/4. Review of CNNs in Code.vtt 6 MB
3. VGG and Transfer Learning/1. VGG Section Intro.mp4 2.7 MB
3. VGG and Transfer Learning/1. VGG Section Intro.vtt 3.4 KB
3. VGG and Transfer Learning/2. What's so special about VGG.mp4 12.2 MB
3. VGG and Transfer Learning/2. What's so special about VGG.vtt 8 KB
3. VGG and Transfer Learning/3. Transfer Learning.mp4 38.1 MB
3. VGG and Transfer Learning/3. Transfer Learning.vtt 9.2 KB
3. VGG and Transfer Learning/4. Relationship to Greedy Layer-Wise Pretraining.mp4 3.9 MB
3. VGG and Transfer Learning/4. Relationship to Greedy Layer-Wise Pretraining.vtt 2.3 KB
3. VGG and Transfer Learning/5. Getting the data.mp4 1.8 MB
3. VGG and Transfer Learning/5. Getting the data.vtt 2.5 KB
3. VGG and Transfer Learning/6. Code pt 1.mp4 11.5 MB
3. VGG and Transfer Learning/6. Code pt 1.vtt 10.7 KB
3. VGG and Transfer Learning/7. Code pt 2.mp4 8.6 MB
3. VGG and Transfer Learning/7. Code pt 2.vtt 4.2 KB
3. VGG and Transfer Learning/8. Code pt 3.mp4 4.2 MB
3. VGG and Transfer Learning/8. Code pt 3.vtt 3.8 KB
3. VGG and Transfer Learning/9. VGG Section Summary.mp4 3.2 MB
3. VGG and Transfer Learning/9. VGG Section Summary.vtt 1.9 KB
4. ResNet (and Inception)/1. ResNet Section Intro.mp4 2.8 MB
4. ResNet (and Inception)/1. ResNet Section Intro.vtt 3.3 KB
4. ResNet (and Inception)/10. Exercise Apply ResNet.mp4 2.1 MB
4. ResNet (and Inception)/10. Exercise Apply ResNet.vtt 1.4 KB
4. ResNet (and Inception)/11. Applying ResNet.mp4 3.6 MB
4. ResNet (and Inception)/11. Applying ResNet.vtt 2.7 KB
4. ResNet (and Inception)/12. 1x1 Convolutions.mp4 3.1 MB
4. ResNet (and Inception)/12. 1x1 Convolutions.vtt 4.3 KB
4. ResNet (and Inception)/13. Optional Inception.mp4 5.4 MB
4. ResNet (and Inception)/13. Optional Inception.vtt 7.6 KB
4. ResNet (and Inception)/14. Different sized images using the same network.mp4 7.4 MB
4. ResNet (and Inception)/14. Different sized images using the same network.vtt 4.8 KB
4. ResNet (and Inception)/15. ResNet Section Summary.mp4 4.2 MB
4. ResNet (and Inception)/15. ResNet Section Summary.vtt 2.6 KB
4. ResNet (and Inception)/2. ResNet Architecture.mp4 10.4 MB
4. ResNet (and Inception)/2. ResNet Architecture.vtt 14.5 KB
4. ResNet (and Inception)/3. Building ResNet - Strategy.mp4 2.7 MB
4. ResNet (and Inception)/3. Building ResNet - Strategy.vtt 2.6 KB
4. ResNet (and Inception)/4. Building ResNet - Conv Block Details.mp4 6.2 MB
4. ResNet (and Inception)/4. Building ResNet - Conv Block Details.vtt 4 KB
4. ResNet (and Inception)/5. Building ResNet - Conv Block Code.mp4 9 MB
4. ResNet (and Inception)/5. Building ResNet - Conv Block Code.vtt 6.9 KB
4. ResNet (and Inception)/6. Building ResNet - Identity Block Details.mp4 2.4 MB
4. ResNet (and Inception)/6. Building ResNet - Identity Block Details.vtt 1.5 KB
4. ResNet (and Inception)/7. Building ResNet - First Few Layers.mp4 4 MB
4. ResNet (and Inception)/7. Building ResNet - First Few Layers.vtt 2.7 KB
4. ResNet (and Inception)/8. Building ResNet - First Few Layers (Code).mp4 10.3 MB
4. ResNet (and Inception)/8. Building ResNet - First Few Layers (Code).vtt 4.2 KB
4. ResNet (and Inception)/9. Building ResNet - Putting it all together.mp4 5.9 MB
4. ResNet (and Inception)/9. Building ResNet - Putting it all together.vtt 4.5 KB
5. Object Detection (SSD)/1. SSD Section Intro.mp4 5.7 MB
5. Object Detection (SSD)/1. SSD Section Intro.vtt 5.5 KB
5. Object Detection (SSD)/10. SSD Section Summary.mp4 2.8 MB
5. Object Detection (SSD)/10. SSD Section Summary.vtt 3.1 KB
5. Object Detection (SSD)/2. Object Localization.mp4 5.7 MB
5. Object Detection (SSD)/2. Object Localization.vtt 7.2 KB
5. Object Detection (SSD)/3. What is Object Detection.mp4 4.8 MB
5. Object Detection (SSD)/3. What is Object Detection.vtt 3.2 KB
5. Object Detection (SSD)/4. How would you find an object in an image.mp4 7.9 MB
5. Object Detection (SSD)/4. How would you find an object in an image.vtt 9.2 KB
5. Object Detection (SSD)/5. The Problem of Scale.mp4 4.2 MB
5. Object Detection (SSD)/5. The Problem of Scale.vtt 4 KB
5. Object Detection (SSD)/6. The Problem of Shape.mp4 3.6 MB
5. Object Detection (SSD)/6. The Problem of Shape.vtt 4.1 KB
5. Object Detection (SSD)/7. SSD in Tensorflow.mp4 17.4 MB
5. Object Detection (SSD)/7. SSD in Tensorflow.vtt 9.6 KB
5. Object Detection (SSD)/8. Modifying SSD to work on Video.mp4 24.8 MB
5. Object Detection (SSD)/8. Modifying SSD to work on Video.vtt 24.8 MB
5. Object Detection (SSD)/9. Optional Intersection over Union & Non-max Suppression.mp4 4.6 MB
5. Object Detection (SSD)/9. Optional Intersection over Union & Non-max Suppression.vtt 5.6 KB
6. Neural Style Transfer/1. Style Transfer Section Intro.mp4 2.9 MB
6. Neural Style Transfer/1. Style Transfer Section Intro.vtt 3.3 KB
6. Neural Style Transfer/2. Style Transfer Theory.mp4 19.9 MB
6. Neural Style Transfer/2. Style Transfer Theory.vtt 12.7 KB
6. Neural Style Transfer/3. Optimizing the Loss.mp4 7.3 MB
6. Neural Style Transfer/3. Optimizing the Loss.vtt 9 KB
6. Neural Style Transfer/4. Code pt 1.mp4 9.5 MB
6. Neural Style Transfer/4. Code pt 1.vtt 8.3 KB
6. Neural Style Transfer/5. Code pt 2.mp4 15.7 MB
6. Neural Style Transfer/5. Code pt 2.vtt 8 KB
6. Neural Style Transfer/6. Code pt 3.mp4 5.7 MB
6. Neural Style Transfer/6. Code pt 3.vtt 3.9 KB
6. Neural Style Transfer/7. Style Transfer Section Summary.mp4 2.5 MB
6. Neural Style Transfer/7. Style Transfer Section Summary.vtt 2.6 KB
7. Bonus Class Activation Maps/1. Class Activation Maps (Theory).mp4 53.4 MB
7. Bonus Class Activation Maps/1. Class Activation Maps (Theory).vtt 7.8 KB
7. Bonus Class Activation Maps/2. Class Activation Maps (Code).mp4 104.8 MB

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