Deep Learning for Computer Vision with TensorFlow 2
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Description
This course is focused in the application of Deep Learning for image classification and object detection. This course originally was designed in TensorFlow version 1.X but now all codes were updated with TensorFlow version 2.X, mainly by the use of Google Colaboratory(Colab).
If you dont have an available GPU in your local system or you want to experiment in an environment without any previous installation or setup, dont worry you can follow the course smootly because all codes were optimized in Google Colab.
The course starts with a concise review of the main concepts in Deep Learning, because this course focused in the application of Deep Learning in the computer vision field.
The main computer vision tasks covered in this course are image classification and object detection.
After reviewing the deep learning theory you will enter in the study of Convolutional Neural Networks (ConvNets) for image classification studying the following concepts and algorithms:
– Image Fundamentals
– Loading images in TensorFlow
– The building blocks of ConvNets such as:
Convolution Operation,
Filters,
Batch Normalization,
ReLU Function,
DropOut,
Pooling Layers,
Dilation,
Shared Weights,
Image Augmentation, etc
– Different ConvNets architectures such as:
LeNet5,
AlexNet,
– Many practical applications using famous datasets such as:
Covid19 on X-Ray images,
CIFAR10,
BCCD,
COCO dataset,
Open Images Dataset V6 through Voxel FiftyOne,
ROBOFLOW,
You will also learn how to work and collect image data through web scraping with
Python and Selenium.
Finally in the Object Detection chapter we will explore the theory and the application using Transfer Learning approach using the lastest state of the art algorithms with practical applications. Some of the content in this Chapter is the following:
– Theoretical background for Selective Search algorith,
– Theoretical background for R-CNN, Fast R-CNN and Faster R-CNN,
– Faster R-CNN application on BCCD dataset for detecting blood cells,
– Theoretical background for Single Shot Detector (SSD),
– Training your customs datasets using different models with TensorFlow Object Detection API
– Object Detection on images, videos and livestreaming,
– YOLOv2 theory and practical application in a custom dataset (R2D2 dataset)
– YOLOv3 practical application in a custom dataset (R2D2 and C3PO dataset)
– YOLOv4 theory and practical application in a custom dataset (R2D2 and C3PO dataset)
Finally you will learn how to construct and train your own dataset through GPU computing running Yolo v2, Yolo v3 and the latest Yolo v4 using Google Colab.
You will find in this course a consice review of the theory with intuitive concepts of the algorithms, and you will be able to put in practice your knowledge with many practical examples using your own datasets.
This course is very well qualified by the students, some of the inspiring comments are:
* Stefan Lankester (5 stars): Thanks Carlos for this valuable training. Good explanation with broad treatment of the subject object recognition in images and video. Showing interesting examples and references to the needed resources. Good explanation about which versions of different python packages should be used for successful results.
* Shihab (5 stars): It was a really amazing course. Must recommend for everyone.
* Estanislau de Sena Filho (5 stars): Excellent course. Excellent explanation. It’s the best machine learning course for computer vision. I recommend it
* Areej AI Medinah (5 stars): The course is really good for computer vision. It consists of all material required to put computer vision projects in practice. After building a great understanding through theory, it also gives hands-on experience.
* Dave Roberto (5 stars): The course is completely worth it. The teacher clearly conveys the concepts and it is clear that he understands them very well (there is not the same feeling with other courses). The schemes he uses are not the usual ones you can see in other courses, but they really help much better to illustrate and understand. I would give eight stars to the course, but the maximum is five. It’s one of the few Udemy courses that has left me really satisfied.
The student has the opportunity to get a feedback from the instructor through Q&A forums, by email: machine.learning.eirl@ or by Twitter: @AILearningCQ
Who this course is for:
Professionals who wants to learn advanced applications on Computer Vision using deep learning concepts.
It’s an intermediate level course not intended for begineers.
Requirements
Machine Learning concepts, Linear Algebra, Python, TensorFlow, Keras and OpenCV
Last Updated 10/2021
| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/1. Installation and Setup/4.1 CV-TF1.X-2.X.zip | 498.13 MiB |
| TutsNode.com.txt | 63 B |
| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/20.1 yolov4_custom_dataset.zip | 809.53 KiB |
| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/3. Convolutional Neural Networks/20.1 Cifar10-Inception-TF1.X.ipynb.zip | 33.25 KiB |
| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/10. The YOLO (You only look once) Model.srt | 23.22 KiB |
| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/20. Train your custom dataset with Yolov4 in Google Colab.srt | 23.21 KiB |
| [TGx]Downloaded from torrentgalaxy.to .txt | 585 B |
| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/10.1 Yolo v1.html | 97 B |
| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/1. Installation and Setup/4. Codes and Resources.html | 148 B |
| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/3. Convolutional Neural Networks/17.1 Deep_Residual_Networks(ResNet).pdf | 800.18 KiB |
| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/1. Installation and Setup/4.2 requirements.txt | 116 B |
| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/4. Creating an Image Datasets/2. Scraping images with Selenium.srt | 23.12 KiB |
| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/3. Convolutional Neural Networks/17. ResNet Model.srt | 23 KiB |
| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/7. TensorFlow2 Object Detection API on images and videos.srt | 22.53 KiB |
| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/3. Convolutional Neural Networks/20. Inception Module with TensorFlow.srt | 22.48 KiB |
| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/6. SSD (Single Shot Detector).srt | 21.73 KiB |
| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/15. Detecting custom objects with Yolov2 in Jupyter.srt | 21.16 KiB |
| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/16. Train your own dataset in Yolov3-Colab-Part 1.srt | 20.87 KiB |
| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/9. Train Blood Cells Dataset in TensorFlow Object Detection part2.srt | 20.5 KiB |
| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/3. Convolutional Neural Networks/18. ResNet50 in Keras.srt | 19.67 KiB |
| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/3. Convolutional Neural Networks/15. Detect COVID19 on X-Ray images.srt | 19.34 KiB |
| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/2. Deep Learning Overview/4. Loss Functions.srt | 8.7 KiB |
| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/12.2 Yolo v2 web page.html | 97 B |
| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/13.1 Yolo v2 web page.html | 97 B |
| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/14.2 Yolo v2 web page.html | 97 B |
| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/12.1 Yolo repo.html | 96 B |
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| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/16.1 cudnn-10.0-linux-x64-v7.5.0.56.tgz | 412.76 MiB |
| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/11. YOLOv2 the first upgrade of the model.srt | 19.23 KiB |
| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/12. Running YOLO v2 on images.srt | 18.49 KiB |
| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/3. Convolutional Neural Networks/14. Data Augmentation with TF2.X - Keras.srt | 18.28 KiB |
| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/4. Creating an Image Datasets/3. Open Images Dataset V6 and Voxel FiftyOne.srt | 17.55 KiB |
| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/4. Creating an Image Datasets/4. Roboflow.srt | 17.36 KiB |
| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/19. Yolov4 under the hood - Part 2.srt | 16.85 KiB |
| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/2. Deep Learning Overview/1. Deep Learning Overview.srt | 16.24 KiB |
| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/3. Convolutional Neural Networks/11. Load data from image directory in TensorFlow 2.srt | 15.9 KiB |
| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/3. Convolutional Neural Networks/19. Inception Network.srt | 15.88 KiB |
| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/17. Train your own dataset in Yolov3-Colab-Part 2.srt | 15.3 KiB |
| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/3. Convolutional Neural Networks/3. Convolutional Operation.srt | 14.73 KiB |
| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/5. Faster R-CNN.srt | 14.41 KiB |
| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/1. Installation and Setup/3. Install TensorFlow-GPU in local machine.srt | 14.36 KiB |
| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/13. YOLOv2 on video and webcam.srt | 13.98 KiB |
| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/3. Metrics in Object Detection Models.srt | 13.95 KiB |
| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/21. Final Class and Beyond.srt | 1.6 KiB |
| .pad/1 | 35 B |
| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/20.3 yolov4.zip | 228.47 MiB |
| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/2. Deep Learning Overview/8. Multilayer Perceptron with Keras.srt | 13.85 KiB |
| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/2. Deep Learning Overview/7. Evaluating Activation Functions with Keras.srt | 13.78 KiB |
| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/14. Detecting custom objects with Yolo v2.srt | 13.63 KiB |
| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/2. Deep Learning Overview/6. Activation Functions.srt | 13.48 KiB |
| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/8. Train Blood Cells Dataset in TensorFlow Object Detection part1.srt | 13.23 KiB |
| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/2. Deep Learning Overview/3. Beyond Gradient Descent.srt | 12.02 KiB |
| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/18. Yolov4 under the hood - Part 1.srt | 11.57 KiB |
| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/4. Creating an Image Datasets/5. Labeling data with LabelImg.srt | 10.48 KiB |
| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/3. Convolutional Neural Networks/1. Image Fundamentals.srt | 10.37 KiB |
| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/3. Convolutional Neural Networks/2. Convolutional Neural Network model.srt | 9.9 KiB |
| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/3. Convolutional Neural Networks/16. Pretrained Models - VGG16.srt | 9.25 KiB |
| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/2. Deep Learning Overview/5. Regularization.srt | 8.53 KiB |
| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/2. The beginnings Selective Search Algorithm.srt | 8.39 KiB |
| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/4. Fast R-CNN.srt | 8.33 KiB |
| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/3. Convolutional Neural Networks/8. Batch Normalization.srt | 8.11 KiB |
| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/2. Deep Learning Overview/2. Gradient Descent.srt | 8.08 KiB |
| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/3. Convolutional Neural Networks/6. Max Pooling.srt | 7.69 KiB |
| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/1. Installation and Setup/2. Google Colaboratory.srt | 6.28 KiB |
| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/3. Convolutional Neural Networks/10. Fully Connected Layer.srt | 6.18 KiB |
| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/3. Convolutional Neural Networks/18.1 ResNet50 Keras-Cifar10.zip | 1.86 KiB |
| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/3. Convolutional Neural Networks/4. Convolution Operation examples.srt | 6.02 KiB |
| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/3. Convolutional Neural Networks/7. ReLU function.srt | 5.47 KiB |
| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/3. Convolutional Neural Networks/9. DropOut.srt | 4.27 KiB |
| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/1. Installation and Setup/1. Introduction to the course.srt | 3.34 KiB |
| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/4. Creating an Image Datasets/2.1 Image Web Scraping Selenium.zip | 2.91 KiB |
| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/1. Introduction.srt | 1.56 KiB |
| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/4. Creating an Image Datasets/1. Introduction.srt | 1.05 KiB |
| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/14.5 yolov2-1c.zip | 741 B |
| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/12.3 yolo_installation.txt | 528 B |
| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/14.3 Yolo v3 web page.html | 95 B |
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| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/20. Train your custom dataset with Yolov4 in Google Colab.mp4 | 181.29 MiB |
| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/15.1 Yolov2-training your own dataset in Jupyter.zip | 725.96 KiB |
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| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/14.4 yolov2_weights.zip | 180.51 MiB |
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| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/12.4 yolo.zip | 180.51 MiB |
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| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/7. TensorFlow2 Object Detection API on images and videos.mp4 | 168.59 MiB |
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| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/4. Creating an Image Datasets/3. Open Images Dataset V6 and Voxel FiftyOne.mp4 | 166.91 MiB |
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| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/10. The YOLO (You only look once) Model.mp4 | 161.09 MiB |
| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/16.3 yolov3_custom_dataset.zip | 778.2 KiB |
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| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/4. Creating an Image Datasets/2. Scraping images with Selenium.mp4 | 160.42 MiB |
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| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/6. SSD (Single Shot Detector).mp4 | 160.23 MiB |
| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/4.1 Fast-R-CNN.pdf | 713.99 KiB |
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| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/12. Running YOLO v2 on images.mp4 | 159.85 MiB |
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| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/3. Convolutional Neural Networks/15.1 covid19.zip | 157.29 MiB |
| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/2. Deep Learning Overview/3.1 gradient descent optimization algorithms.pdf | 643.58 KiB |
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| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/20.2 yolov4.conv.137.zip | 150.66 MiB |
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| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/4. Creating an Image Datasets/4. Roboflow.mp4 | 136.75 MiB |
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| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/3. Convolutional Neural Networks/20. Inception Module with TensorFlow.mp4 | 135.21 MiB |
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| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/3. Convolutional Neural Networks/17. ResNet Model.mp4 | 132.75 MiB |
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| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/11. YOLOv2 the first upgrade of the model.mp4 | 127.39 MiB |
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| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/3. Convolutional Neural Networks/15. Detect COVID19 on X-Ray images.mp4 | 103.67 MiB |
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| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/3. Convolutional Neural Networks/12. Create a ConvNet - CIFAR10 - Tensorflow 2 - Part 1.mp4 | 80.23 MiB |
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| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/5. Faster R-CNN.mp4 | 75.02 MiB |
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| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/3. Convolutional Neural Networks/2. Convolutional Neural Network model.mp4 | 74.11 MiB |
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| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/18. Yolov4 under the hood - Part 1.mp4 | 73.67 MiB |
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| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/2. Deep Learning Overview/5. Regularization.mp4 | 70.65 MiB |
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| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/3. Convolutional Neural Networks/16. Pretrained Models - VGG16.mp4 | 64.14 MiB |
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| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/2. The beginnings Selective Search Algorithm.mp4 | 63.13 MiB |
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| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/2. Deep Learning Overview/4. Loss Functions.mp4 | 53.9 MiB |
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| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/14.1 rd2d2.zip | 40.69 MiB |
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| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/1. Installation and Setup/1. Introduction to the course.mp4 | 40.31 MiB |
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| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/3. Convolutional Neural Networks/4. Convolution Operation examples.mp4 | 39.96 MiB |
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| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/3. Convolutional Neural Networks/9. DropOut.mp4 | 38.84 MiB |
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| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/3. Convolutional Neural Networks/6. Max Pooling.mp4 | 35.31 MiB |
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| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/1. Installation and Setup/2. Google Colaboratory.mp4 | 32.81 MiB |
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| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/21. Final Class and Beyond.mp4 | 27.13 MiB |
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| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/1. Introduction.mp4 | 22.59 MiB |
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| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/4. Creating an Image Datasets/1. Introduction.mp4 | 6.35 MiB |
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| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/2.1 selectiveSearch.pdf | 5.66 MiB |
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| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/10.2 YOLOv1.pdf | 5.05 MiB |
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| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/4. Creating an Image Datasets/3.1 FiftyOne_OpenImagesV6.zip | 3.34 MiB |
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| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/6.1 ssd.pdf | 2.2 MiB |
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| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/3. Convolutional Neural Networks/17.3 ResNeXt.pdf | 1.27 MiB |
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| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/3. Convolutional Neural Networks/19.1 Going deeper with convolutions-Inception.pdf | 1.16 MiB |
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| [TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/3. Convolutional Neural Networks/17.2 DenseNet.pdf | 1.09 MiB |
