Deep Learning for Computer Vision with TensorFlow 2

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Nome:	Deep Learning for Computer Vision with TensorFlow 2
Descrizione: 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, VGG-16, ResNet Inception. – 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: [email protected] 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
YouTube Video:
Categoria:	Tutorials
Lingua:	English
Dimensione totale:	7.32 GB
Info Hash:	0C429B58C08C84E14676E324F4A7DD552CF9AC3C
Aggiunto di:	tutsnode
Data di aggiunta:	2021-11-20 11:31:46
Stato torrent:	Torrent Verified

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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 MB
[TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/1. Installation and Setup/1. Introduction to the course.srt	3.34 kB
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[TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/1. Installation and Setup/4.1 CV-TF1.X-2.X.zip	498.13 MB
[TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/1. Installation and Setup/4.2 requirements.txt	116.00 B
[TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/2. Deep Learning Overview/1. Deep Learning Overview.mp4	96.82 MB
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[TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/2. Deep Learning Overview/2. Gradient Descent.mp4	43.79 MB
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[TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/2. Deep Learning Overview/3.1 gradient descent optimization algorithms.pdf	643.58 kB
[TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/2. Deep Learning Overview/4. Loss Functions.mp4	53.90 MB
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[TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/3. Convolutional Neural Networks/1. Image Fundamentals.mp4	90.06 MB
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[TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/3. Convolutional Neural Networks/10. Fully Connected Layer.mp4	44.59 MB
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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 MB
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[TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/3. Convolutional Neural Networks/2. Convolutional Neural Network model.srt	9.90 kB
[TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/3. Convolutional Neural Networks/20. Inception Module with TensorFlow.mp4	135.21 MB
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[TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/3. Convolutional Neural Networks/5. Conv2D Layer in Tensorflow 2-Keras.mp4	86.53 MB
[TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/3. Convolutional Neural Networks/6. Max Pooling.mp4	35.31 MB
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[TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/4. Creating an Image Datasets/1. Introduction.mp4	6.35 MB
[TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/4. Creating an Image Datasets/1. Introduction.srt	1.05 kB
[TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/4. Creating an Image Datasets/2. Scraping images with Selenium.mp4	160.42 MB
[TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/4. Creating an Image Datasets/2. Scraping images with Selenium.srt	23.12 kB
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[TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/4. Creating an Image Datasets/4. Roboflow.mp4	136.75 MB
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[TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/4. Creating an Image Datasets/5. Labeling data with LabelImg.mp4	80.82 MB
[TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/4. Creating an Image Datasets/5. Labeling data with LabelImg.srt	10.48 kB
[TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/1. Introduction.mp4	22.59 MB
[TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/1. Introduction.srt	1.56 kB
[TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/10. The YOLO (You only look once) Model.mp4	161.09 MB
[TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/10. The YOLO (You only look once) Model.srt	23.22 kB
[TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/10.1 Yolo v1.html	97.00 B
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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 MB
[TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/11. YOLOv2 the first upgrade of the model.srt	19.23 kB
[TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/11.1 YOLOv2.pdf	5.02 MB
[TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/12. Running YOLO v2 on images.mp4	159.85 MB
[TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/12. Running YOLO v2 on images.srt	18.49 kB
[TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/12.1 Yolo repo.html	96.00 B
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[TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/12.3 yolo_installation.txt	528.00 B
[TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/12.4 yolo.zip	180.51 MB
[TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/13. YOLOv2 on video and webcam.mp4	142.90 MB
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[TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/14. Detecting custom objects with Yolo v2.mp4	108.30 MB
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[TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/14.1 rd2d2.zip	40.69 MB
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[TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/14.4 yolov2_weights.zip	180.51 MB
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[TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/15. Detecting custom objects with Yolov2 in Jupyter.mp4	118.25 MB
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[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 kB
[TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/16. Train your own dataset in Yolov3-Colab-Part 1.mp4	138.65 MB
[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 kB
[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 MB
[TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/16.2 darknet53.conv.74.zip	144.14 MB
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[TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/16.4 YOLOv3.pdf	2.29 MB
[TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/17. Train your own dataset in Yolov3-Colab-Part 2.mp4	121.14 MB
[TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/17. Train your own dataset in Yolov3-Colab-Part 2.srt	15.30 kB
[TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/18. Yolov4 under the hood - Part 1.mp4	73.67 MB
[TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/18. Yolov4 under the hood - Part 1.srt	11.57 kB
[TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/18.1 Yolov4-Optimal Speed and Accuracy of Object Detection.pdf	3.76 MB
[TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/19. Yolov4 under the hood - Part 2.mp4	92.07 MB
[TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/19. Yolov4 under the hood - Part 2.srt	16.85 kB
[TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/2. The beginnings Selective Search Algorithm.mp4	63.13 MB
[TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/2. The beginnings Selective Search Algorithm.srt	8.39 kB
[TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/2.1 selectiveSearch.pdf	5.66 MB
[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 MB
[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 kB
[TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/20.1 yolov4_custom_dataset.zip	809.53 kB
[TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/20.2 yolov4.conv.137.zip	150.66 MB
[TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/20.3 yolov4.zip	228.47 MB
[TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/21. Final Class and Beyond.mp4	27.13 MB
[TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/21. Final Class and Beyond.srt	1.60 kB
[TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/3. Metrics in Object Detection Models.mp4	84.57 MB
[TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/3. Metrics in Object Detection Models.srt	13.95 kB
[TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/4. Fast R-CNN.mp4	59.08 MB
[TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/4. Fast R-CNN.srt	8.33 kB
[TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/4.1 Fast-R-CNN.pdf	713.99 kB
[TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/5. Faster R-CNN.mp4	75.02 MB
[TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/5. Faster R-CNN.srt	14.41 kB
[TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/5.1 Faster-r-cnn.pdf	743.83 kB
[TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/6. SSD (Single Shot Detector).mp4	160.23 MB
[TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/6. SSD (Single Shot Detector).srt	21.73 kB
[TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/6.1 ssd.pdf	2.20 MB
[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 MB
[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 kB
[TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/8. Train Blood Cells Dataset in TensorFlow Object Detection part1.mp4	101.64 MB
[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 kB
[TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/9. Train Blood Cells Dataset in TensorFlow Object Detection part2.mp4	176.41 MB
[TutsNode.com] - Deep Learning for Computer Vision with TensorFlow 2/5. Object Detection/9. Train Blood Cells Dataset in TensorFlow Object Detection part2.srt	20.50 kB

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Deep Learning for Computer Vision with TensorFlow 2