PirateBay Download | udemy deep learning advanced computer vision gans ssd more

udemy deep learning advanced computer vision gans ssd more

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Files:: 242
Size:: 3.8 GB
Uploaded On:: Nov. 26, 2020, 8:16 a.m.
Added By:: tuts756
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Info Hash:: 85DD61E28B06E8626ABAB0E43B6514CDB4CAC331

Description Latest update: Instead of SSD, I show you how to use RetinaNet, which is better and more modern. I show you both how to use a pretrained model and how to train one yourself with a custom dataset on Google Colab. 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. In this course, you’ll see how we can turn a CNN into an object detection system, that not only classifies images but can locate each object in an image and predict its label. You can imagine that such a task is a basic prerequisite for self-driving vehicles. (It must be able to detect cars, pedestrians, bicycles, traffic lights, etc. in real-time) We’ll be looking at a state-of-the-art algorithm called SSD which is both faster and more accurate than its predecessors. Another very popular computer vision task that makes use of CNNs is called neural style transfer. This is where you take one image called the content image, and another image called the style image, and you combine these to make an entirely new image, that is as if you hired a painter to paint the content of the first image with the style of the other. Unlike a human painter, this can be done in a matter of seconds. I will also introduce you to the now-famous GAN architecture (Generative Adversarial Networks), where you will learn some of the technology behind how neural networks are used to generate state-of-the-art, photo-realistic images. Currently, we also implement object localization, which is an essential first step toward implementing a full object detection system. I hope you’re excited to learn about these advanced applications of CNNs, I’ll see you in class! AWESOME FACTS: One of the major themes of this course is that we’re moving away from the CNN itself, to systems involving CNNs. Instead of focusing on the detailed inner workings of CNNs (which we’ve already done), we’ll focus on high-level building blocks. The result? Almost zero math. Another result? No complicated low-level code such as that written in Tensorflow, Theano, or PyTorch (although some optional exercises may contain them for the very advanced students). Most of the course will be in Keras which means a lot of the tedious, repetitive stuff is written for you. “If you can’t implement it, you don’t understand it” Or as the great physicist Richard Feynman said: “What I cannot create, I do not understand”. My courses are the ONLY courses where you will learn how to implement machine learning algorithms from scratch Other courses will teach you how to plug in your data into a library, but do you really need help with 3 lines of code? After doing the same thing with 10 datasets, you realize you didn’t learn 10 things. You learned 1 thing, and just repeated the same 3 lines of code 10 times… Suggested Prerequisites: Know how to build, train, and use a CNN using some library (preferably in Python) Understand basic theoretical concepts behind convolution and neural networks Decent Python coding skills, preferably in data science and the Numpy Stack WHAT ORDER SHOULD I TAKE YOUR COURSES IN?: Check out the lecture “Machine Learning and AI Prerequisite Roadmap” (available in the FAQ of any of my courses, including the free Numpy course) Who this course is for: Students and professionals who want to take their knowledge of computer vision and deep learning to the next level Anyone who wants to learn about object detection algorithms like SSD and YOLO Anyone who wants to learn how to write code for neural style transfer Anyone who wants to use transfer learning Anyone who wants to shorten training time and build state-of-the-art computer vision nets fast Requirements Know how to build, train, and use a CNN using some library (preferably in Python) Understand basic theoretical concepts behind convolution and neural networks Decent Python coding skills, preferably in data science and the Numpy Stack Last Updated 11/2020

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[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/13. Setting Up Your Environment (FAQ by Student Request)/1. Windows-Focused Environment Setup 2018.mp4 186.3 MB
TutsNode.com.txt 63 bytes
[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/1. Welcome/1. Introduction.mp4 7.8 MB
[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/1. Welcome/1. Introduction.srt 3.2 KB
[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/1. Welcome/2. Outline and Perspective.mp4 7.4 MB
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[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/1. Welcome/3. Where to get the code.srt 12.4 KB
[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/1. Welcome/3.1 Colab Notebooks.html 157 bytes
[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/1. Welcome/3.2 Github Link.html 120 bytes
[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/1. Welcome/4. How to Succeed in this Course.mp4 3.3 MB
[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/1. Welcome/4. How to Succeed in this Course.srt 4.0 KB
[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/2. Machine Learning Basics Review/1. What is Machine Learning.mp4 70.8 MB
[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/2. Machine Learning Basics Review/1. What is Machine Learning.srt 18.9 KB
[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/2. Machine Learning Basics Review/2. Code Preparation (Classification Theory).mp4 65.1 MB
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[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/2. Machine Learning Basics Review/3. Beginner's Code Preamble.mp4 25.1 MB
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[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/2. Machine Learning Basics Review/4. Classification Notebook.mp4 60.5 MB
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[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/2. Machine Learning Basics Review/5. Code Preparation (Regression Theory).mp4 30.7 MB
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[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/2. Machine Learning Basics Review/7. The Neuron.mp4 45.5 MB
[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/2. Machine Learning Basics Review/7. The Neuron.srt 12.6 KB
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[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/2. Machine Learning Basics Review/9. Making Predictions.srt 8.1 KB
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[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/2. Machine Learning Basics Review/11. Suggestion Box.mp4 16.1 MB
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[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/3. Artificial Neural Networks (ANN) Review/1. Artificial Neural Networks Section Introduction.mp4 29.8 MB
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[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/3. Artificial Neural Networks (ANN) Review/2. Forward Propagation.srt 12.4 KB
[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/3. Artificial Neural Networks (ANN) Review/3. The Geometrical Picture.mp4 56.5 MB
[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/3. Artificial Neural Networks (ANN) Review/3. The Geometrical Picture.srt 11.7 KB
[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/3. Artificial Neural Networks (ANN) Review/4. Activation Functions.mp4 80.6 MB
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[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/3. Artificial Neural Networks (ANN) Review/5. Multiclass Classification.mp4 41.4 MB
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[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/3. Artificial Neural Networks (ANN) Review/6. How to Represent Images.mp4 70.5 MB
[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/3. Artificial Neural Networks (ANN) Review/6. How to Represent Images.srt 15.8 KB
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[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/3. Artificial Neural Networks (ANN) Review/8. ANN for Image Classification.mp4 47.7 MB
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[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/3. Artificial Neural Networks (ANN) Review/9. ANN for Regression.mp4 69.2 MB
[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/3. Artificial Neural Networks (ANN) Review/9. ANN for Regression.srt 13.3 KB
[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/4. Convolutional Neural Networks (CNN) Review/1. What is Convolution (part 1).mp4 79.8 MB
[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/4. Convolutional Neural Networks (CNN) Review/1. What is Convolution (part 1).srt 20.6 KB
[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/4. Convolutional Neural Networks (CNN) Review/2. What is Convolution (part 2).mp4 22.3 MB
[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/4. Convolutional Neural Networks (CNN) Review/2. What is Convolution (part 2).srt 7.0 KB
[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/4. Convolutional Neural Networks (CNN) Review/3. What is Convolution (part 3).mp4 27.6 MB
[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/4. Convolutional Neural Networks (CNN) Review/3. What is Convolution (part 3).srt 8.2 KB
[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/4. Convolutional Neural Networks (CNN) Review/4. Convolution on Color Images.mp4 69.4 MB
[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/4. Convolutional Neural Networks (CNN) Review/4. Convolution on Color Images.srt 20.8 KB
[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/4. Convolutional Neural Networks (CNN) Review/5. CNN Architecture.mp4 80.7 MB
[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/4. Convolutional Neural Networks (CNN) Review/5. CNN Architecture.srt 28.6 KB
[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/4. Convolutional Neural Networks (CNN) Review/6. CNN Code Preparation.mp4 76.9 MB
[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/4. Convolutional Neural Networks (CNN) Review/6. CNN Code Preparation.srt 19.8 KB
[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/4. Convolutional Neural Networks (CNN) Review/7. CNN for Fashion MNIST.mp4 42.8 MB
[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/4. Convolutional Neural Networks (CNN) Review/7. CNN for Fashion MNIST.srt 8.0 KB
[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/4. Convolutional Neural Networks (CNN) Review/8. CNN for CIFAR-10.mp4 29.7 MB
[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/4. Convolutional Neural Networks (CNN) Review/8. CNN for CIFAR-10.srt 5.5 KB
[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/4. Convolutional Neural Networks (CNN) Review/9. Data Augmentation.mp4 35.0 MB
[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/4. Convolutional Neural Networks (CNN) Review/9. Data Augmentation.srt 11.4 KB
[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/4. Convolutional Neural Networks (CNN) Review/10. Batch Normalization.mp4 21.1 MB
[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/4. Convolutional Neural Networks (CNN) Review/10. Batch Normalization.srt 6.5 KB
[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/4. Convolutional Neural Networks (CNN) Review/11. Improving CIFAR-10 Results.mp4 72.9 MB
[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/4. Convolutional Neural Networks (CNN) Review/11. Improving CIFAR-10 Results.srt 13.3 KB
[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/5. VGG and Transfer Learning/1. VGG Section Intro.mp4 2.7 MB
[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/5. VGG and Transfer Learning/1. VGG Section Intro.srt 3.8 KB
[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/5. VGG and Transfer Learning/2. What's so special about VGG.mp4 12.2 MB
[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/5. VGG and Transfer Learning/2. What's so special about VGG.srt 9.0 KB
[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/5. VGG and Transfer Learning/3. Transfer Learning.mp4 38.1 MB
[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/5. VGG and Transfer Learning/3. Transfer Learning.srt 10.4 KB
[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/5. VGG and Transfer Learning/4. Relationship to Greedy Layer-Wise Pretraining.mp4 3.9 MB
[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/5. VGG and Transfer Learning/4. Relationship to Greedy Layer-Wise Pretraining.srt 2.6 KB
[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/5. VGG and Transfer Learning/5. Getting the data.mp4 1.8 MB
[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/5. VGG and Transfer Learning/5. Getting the data.srt 2.8 KB
[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/5. VGG and Transfer Learning/6. Code pt 1.mp4 11.5 MB
[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/5. VGG and Transfer Learning/6. Code pt 1.srt 12.2 KB
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[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/6. ResNet (and Inception)/1. ResNet Section Intro.mp4 2.8 MB
[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/6. ResNet (and Inception)/1. ResNet Section Intro.srt 3.7 KB
[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/6. ResNet (and Inception)/2. ResNet Architecture.mp4 10.4 MB
[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/6. ResNet (and Inception)/2. ResNet Architecture.srt 16.5 KB
[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/6. ResNet (and Inception)/3. Building ResNet - Strategy.mp4 2.7 MB
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[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/6. ResNet (and Inception)/4. Uh-oh! What Happens if the Implementation Changes.mp4 25.3 MB
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[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/6. ResNet (and Inception)/5. Building ResNet - Conv Block Details.mp4 6.2 MB
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[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/6. ResNet (and Inception)/6. Building ResNet - Conv Block Code.mp4 9.0 MB
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[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/6. ResNet (and Inception)/7. Building ResNet - Identity Block Details.mp4 2.4 MB
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[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/6. ResNet (and Inception)/8. Building ResNet - First Few Layers.mp4 4.0 MB
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[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/6. ResNet (and Inception)/9. Building ResNet - First Few Layers (Code).mp4 10.3 MB
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[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/6. ResNet (and Inception)/10. Building ResNet - Putting it all together.mp4 5.9 MB
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[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/6. ResNet (and Inception)/11. Exercise Apply ResNet.mp4 2.1 MB
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[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/6. ResNet (and Inception)/12. Applying ResNet.mp4 3.6 MB
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[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/6. ResNet (and Inception)/13. 1x1 Convolutions.mp4 3.1 MB
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[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/6. ResNet (and Inception)/14. Optional Inception.mp4 5.4 MB
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[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/6. ResNet (and Inception)/15. Different sized images using the same network.mp4 7.4 MB
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[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/6. ResNet (and Inception)/16. ResNet Section Summary.mp4 4.2 MB
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[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/7. Object Detection (SSD RetinaNet)/1. SSD Section Intro.mp4 5.7 MB
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[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/7. Object Detection (SSD RetinaNet)/2. Object Localization.mp4 5.7 MB
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[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/7. Object Detection (SSD RetinaNet)/4. How would you find an object in an image.mp4 7.9 MB
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[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/7. Object Detection (SSD RetinaNet)/5. The Problem of Scale.mp4 4.2 MB
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[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/7. Object Detection (SSD RetinaNet)/6. The Problem of Shape.mp4 3.6 MB
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[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/7. Object Detection (SSD RetinaNet)/7. 2020 Update - More Fun and Excitement.mp4 34.6 MB
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[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/7. Object Detection (SSD RetinaNet)/8. Using Pretrained RetinaNet.mp4 88.2 MB
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[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/7. Object Detection (SSD RetinaNet)/8.1 Notebooks.html 157 bytes
[TutsNode.com] - Deep Learning Advanced Computer Vision (GANs, SSD, +More!)/7. Object Detection (SSD RetinaNet)/9. RetinaNet with Custom Dataset (pt 1).mp4 26.6 MB
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