[FreeCourseSite.com] Udemy - Deep Learning Computer Vision™ CNN, OpenCV, YOLO, SSD & GANs

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[FreeCourseSite.com] Udemy - Deep Learning Computer Vision™ CNN, OpenCV, YOLO, SSD & GANs[FreeCourseSite.com] Udemy - Deep Learning Computer Vision™ CNN, OpenCV, YOLO, SSD & GANs

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[FreeCourseSite.com] Udemy - Deep Learning Computer Vision™ CNN, OpenCV, YOLO, SSD & GANs.torrent
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a1e6d4b17147253141a5f027001d54b5b2d8c927
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11.1 GB in 96 files
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Uploaded on 08-05-2020 by our crawler pet called "Spidey".
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Description

Go from beginner to Expert in using Deep Learning for Computer Vision (Keras & Python) completing 28 Real World Projects

What you’ll learn
Learn by completing 26 advanced computer vision projects including Emotion, Age & Gender Classification, London Underground Sign Detection, Monkey Breed, Flowers, Fruits , Simpsons Characters and many more!

Learn Advanced Deep Learning Computer Vision Techniques such as Transfer Learning and using pre-trained models (VGG, MobileNet, InceptionV3, ResNet50) on ImageNet and re-create popular CNNs such as AlexNet, LeNet, VGG and U-Net.

Understand how Neural Networks, Convolutional Neural Networks, R-CNNs , SSDs, YOLO & GANs with my easy to follow explanations

Become familiar with other frameworks (PyTorch, Caffe, MXNET, CV APIs), Cloud GPUs and get an overview of the Computer Vision World
Learn how to use the Python library Keras to build complex Deep Learning Networks (using Tensorflow backend)
Learn how to do Neural Style Transfer, DeepDream and use GANs to Age Faces up to 60+
Learn how to create, label, annotate, train your own Image Datasets, perfect for University Projects and Startups
Learn how to use OpenCV with a FREE Optional course with almost 4 hours of video
Learn how to use CNNs like U-Net to perform Image Segmentation which is extremely useful in Medical Imaging application
Learn how to use TensorFlow’s Object Detection API and Create A Custom Object Detector in YOLO
Learn Facial Recognition with VGGFace
Learn to use Cloud GPUs on PaperSpace for 100X Speed Increase vs CPU
Learn to Build a Computer Vision API and Web App and host it on AWS using an EC2 Instance
Requirements
Basic programming knowledge is a plus but not a requirement
High school level math, College level would be a bonus
Atleast 20GB storage space for Virtual Machine and Datasets
A Windows, MacOS or Linux OS




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Files in this torrent

FILENAMESIZE
1. Introduction/1. Course Introduction.mp490.2 MB
1. Introduction/1. Course Introduction.srt15.7 KB
10. Data Augmentation Build a Cats vs Dogs Classifier/1. Data Augmentation Chapter Overview.mp43.9 MB
10. Data Augmentation Build a Cats vs Dogs Classifier/1. Data Augmentation Chapter Overview.srt1.5 KB
10. Data Augmentation Build a Cats vs Dogs Classifier/2. Splitting Data into Test and Training Datasets.mp4103.8 MB
10. Data Augmentation Build a Cats vs Dogs Classifier/2. Splitting Data into Test and Training Datasets.srt14.3 KB
10. Data Augmentation Build a Cats vs Dogs Classifier/2.1 datasets.zip.zip65.7 MB
10. Data Augmentation Build a Cats vs Dogs Classifier/3. Train a Cats vs. Dogs Classifier.mp444.8 MB
10. Data Augmentation Build a Cats vs Dogs Classifier/3. Train a Cats vs. Dogs Classifier.srt6.2 KB
10. Data Augmentation Build a Cats vs Dogs Classifier/4. Boosting Accuracy with Data Augmentation.mp443.5 MB
10. Data Augmentation Build a Cats vs Dogs Classifier/4. Boosting Accuracy with Data Augmentation.srt7.4 KB
10. Data Augmentation Build a Cats vs Dogs Classifier/5. Types of Data Augmentation.mp452.5 MB
10. Data Augmentation Build a Cats vs Dogs Classifier/5. Types of Data Augmentation.srt8.3 KB
11. Confusion Matrix, Classification Report & Viewing Misclassifications/1. Introduction to the Confusion Matrix & Viewing Misclassifications.mp42.5 MB
11. Confusion Matrix, Classification Report & Viewing Misclassifications/1. Introduction to the Confusion Matrix & Viewing Misclassifications.srt917 B
11. Confusion Matrix, Classification Report & Viewing Misclassifications/2. Understanding the Confusion Matrix.mp493 MB
11. Confusion Matrix, Classification Report & Viewing Misclassifications/2. Understanding the Confusion Matrix.srt16.5 KB
11. Confusion Matrix, Classification Report & Viewing Misclassifications/3. Finding and Viewing Misclassified Data.mp444.4 MB
11. Confusion Matrix, Classification Report & Viewing Misclassifications/3. Finding and Viewing Misclassified Data.srt8.5 KB
12. Types of Optimizers, Learning Rates & Callbacks Build a Fruit Classifier/1. Introduction to the types of Optimizers, Learning Rates & Callbacks.mp43.4 MB
12. Types of Optimizers, Learning Rates & Callbacks Build a Fruit Classifier/1. Introduction to the types of Optimizers, Learning Rates & Callbacks.srt1 KB
12. Types of Optimizers, Learning Rates & Callbacks Build a Fruit Classifier/2. Types Optimizers and Adaptive Learning Rate Methods.mp467.2 MB
12. Types of Optimizers, Learning Rates & Callbacks Build a Fruit Classifier/2. Types Optimizers and Adaptive Learning Rate Methods.srt11 KB
12. Types of Optimizers, Learning Rates & Callbacks Build a Fruit Classifier/3. Keras Callbacks and Checkpoint, Early Stopping and Adjust Learning Rates that Pl.mp451.1 MB
12. Types of Optimizers, Learning Rates & Callbacks Build a Fruit Classifier/3. Keras Callbacks and Checkpoint, Early Stopping and Adjust Learning Rates that Pl.srt9.4 KB
12. Types of Optimizers, Learning Rates & Callbacks Build a Fruit Classifier/4. Build a Fruit Classifier.mp492.9 MB
12. Types of Optimizers, Learning Rates & Callbacks Build a Fruit Classifier/4. Build a Fruit Classifier.srt11.6 KB
12. Types of Optimizers, Learning Rates & Callbacks Build a Fruit Classifier/4.1 fruits-360.tar.gz.gz376 MB
13. Batch Normalization & Build LeNet, AlexNet Build a FashionClothes Classifier/1. Intro to Building LeNet, AlexNet in Keras & Understand Batch Normalization.mp42.8 MB
13. Batch Normalization & Build LeNet, AlexNet Build a FashionClothes Classifier/1. Intro to Building LeNet, AlexNet in Keras & Understand Batch Normalization.srt860 B
13. Batch Normalization & Build LeNet, AlexNet Build a FashionClothes Classifier/2. Build LeNet and test on MNIST.mp432.1 MB
13. Batch Normalization & Build LeNet, AlexNet Build a FashionClothes Classifier/2. Build LeNet and test on MNIST.srt4.4 KB
13. Batch Normalization & Build LeNet, AlexNet Build a FashionClothes Classifier/3. Build AlexNet and test on CIFAR10.mp442.2 MB
13. Batch Normalization & Build LeNet, AlexNet Build a FashionClothes Classifier/3. Build AlexNet and test on CIFAR10.srt6.3 KB
13. Batch Normalization & Build LeNet, AlexNet Build a FashionClothes Classifier/4. Batch Normalization.mp423.2 MB
13. Batch Normalization & Build LeNet, AlexNet Build a FashionClothes Classifier/4. Batch Normalization.srt4.2 KB
13. Batch Normalization & Build LeNet, AlexNet Build a FashionClothes Classifier/5. Build a Clothing & Apparel Classifier (Fashion MNIST).mp456.3 MB
13. Batch Normalization & Build LeNet, AlexNet Build a FashionClothes Classifier/5. Build a Clothing & Apparel Classifier (Fashion MNIST).srt8.4 KB
13. Batch Normalization & Build LeNet, AlexNet Build a FashionClothes Classifier/5.1 fashion_mnist.tar.gz.gz29.4 MB
14. ImageNet in Keras (VGG1619, InceptionV3, ResNet50) - Advanced Image Classiers/1. Chapter Introduction.mp42.9 MB
14. ImageNet in Keras (VGG1619, InceptionV3, ResNet50) - Advanced Image Classiers/1. Chapter Introduction.srt856 B
14. ImageNet in Keras (VGG1619, InceptionV3, ResNet50) - Advanced Image Classiers/2. ImageNet - Experimenting with pre-trained Models in Keras (VGG16, ResNet50, Mobi.mp482.1 MB
14. ImageNet in Keras (VGG1619, InceptionV3, ResNet50) - Advanced Image Classiers/2. ImageNet - Experimenting with pre-trained Models in Keras (VGG16, ResNet50, Mobi.srt12.1 KB
14. ImageNet in Keras (VGG1619, InceptionV3, ResNet50) - Advanced Image Classiers/3. Understanding VGG16 and VGG19.mp414.4 MB
14. ImageNet in Keras (VGG1619, InceptionV3, ResNet50) - Advanced Image Classiers/3. Understanding VGG16 and VGG19.srt2.4 KB
14. ImageNet in Keras (VGG1619, InceptionV3, ResNet50) - Advanced Image Classiers/4. Understanding ResNet50.mp49.8 MB
14. ImageNet in Keras (VGG1619, InceptionV3, ResNet50) - Advanced Image Classiers/4. Understanding ResNet50.srt2.1 KB
14. ImageNet in Keras (VGG1619, InceptionV3, ResNet50) - Advanced Image Classiers/5. Understanding InceptionV3.mp414.4 MB
14. ImageNet in Keras (VGG1619, InceptionV3, ResNet50) - Advanced Image Classiers/5. Understanding InceptionV3.srt3.5 KB
15. Transfer Learning and Fine Tuning Build a Flower and Monkey Breed Classifier/1. Chapter Introduction.mp42.3 MB
15. Transfer Learning and Fine Tuning Build a Flower and Monkey Breed Classifier/1. Chapter Introduction.srt813 B
15. Transfer Learning and Fine Tuning Build a Flower and Monkey Breed Classifier/2. What is Transfer Learning and Fine Tuning.mp444.9 MB
15. Transfer Learning and Fine Tuning Build a Flower and Monkey Breed Classifier/2. What is Transfer Learning and Fine Tuning.srt9.3 KB
15. Transfer Learning and Fine Tuning Build a Flower and Monkey Breed Classifier/3. Build a Monkey Breed Classifier with MobileNet using Transfer Learning.mp4135.3 MB
15. Transfer Learning and Fine Tuning Build a Flower and Monkey Breed Classifier/3. Build a Monkey Breed Classifier with MobileNet using Transfer Learning.srt17.6 KB
15. Transfer Learning and Fine Tuning Build a Flower and Monkey Breed Classifier/3.1 17_flowers.tar.gz.gz57.5 MB
15. Transfer Learning and Fine Tuning Build a Flower and Monkey Breed Classifier/4. Build a Flower Classifier with VGG16 using Transfer Learning.mp482 MB
15. Transfer Learning and Fine Tuning Build a Flower and Monkey Breed Classifier/4. Build a Flower Classifier with VGG16 using Transfer Learning.srt10.6 KB
15. Transfer Learning and Fine Tuning Build a Flower and Monkey Breed Classifier/4.1 monkey_breed.zip.zip546.7 MB
16. Design Your Own CNN - LittleVGG Build a Simpsons Character Classifier/1. Chapter Introduction.mp41.9 MB
16. Design Your Own CNN - LittleVGG Build a Simpsons Character Classifier/1. Chapter Introduction.srt636 B
16. Design Your Own CNN - LittleVGG Build a Simpsons Character Classifier/2. Introducing LittleVGG.mp411.5 MB
16. Design Your Own CNN - LittleVGG Build a Simpsons Character Classifier/2. Introducing LittleVGG.srt2 KB
16. Design Your Own CNN - LittleVGG Build a Simpsons Character Classifier/3. Simpsons Character Recognition using LittleVGG.mp499.6 MB
16. Design Your Own CNN - LittleVGG Build a Simpsons Character Classifier/3. Simpsons Character Recognition using LittleVGG.srt12.6 KB
16. Design Your Own CNN - LittleVGG Build a Simpsons Character Classifier/3.1 simpsons.tar.gz.gz549.5 MB
17. Advanced Activation Functions and Initializations/1. Chapter Introduction.mp42.1 MB
17. Advanced Activation Functions and Initializations/1. Chapter Introduction.srt659 B
17. Advanced Activation Functions and Initializations/2. Dying ReLU Problem and Introduction to Leaky ReLU, ELU and PReLUs.mp432.3 MB
17. Advanced Activation Functions and Initializations/2. Dying ReLU Problem and Introduction to Leaky ReLU, ELU and PReLUs.srt6.7 KB
17. Advanced Activation Functions and Initializations/3. Advanced Initializations.mp415 MB
17. Advanced Activation Functions and Initializations/3. Advanced Initializations.srt3.6 KB
18. Deep Surveillance Build a Facial Emotion, Age & Gender Recognition System/1. Chapter Introduction.mp44.6 MB
18. Deep Surveillance Build a Facial Emotion, Age & Gender Recognition System/1. Chapter Introduction.srt1.3 KB
18. Deep Surveillance Build a Facial Emotion, Age & Gender Recognition System/2. Build an Emotion, Facial Expression Detector.mp4202 MB
18. Deep Surveillance Build a Facial Emotion, Age & Gender Recognition System/2. Build an Emotion, Facial Expression Detector.srt26.1 KB
18. Deep Surveillance Build a Facial Emotion, Age & Gender Recognition System/2.1 fer2013.zip.zip143.3 MB
18. Deep Surveillance Build a Facial Emotion, Age & Gender Recognition System/3. Build EmotionAgeGender Recognition in our Deep Surveillance Monitor.mp4260.8 MB
18. Deep Surveillance Build a Facial Emotion, Age & Gender Recognition System/3. Build EmotionAgeGender Recognition in our Deep Surveillance Monitor.srt31.4 KB
18. Deep Surveillance Build a Facial Emotion, Age & Gender Recognition System/3.1 age-gender-estimation.tar.gz.gz552.2 MB
19. Image Segmentation & Medical Imaging in U-Net Find Nuclei in Images/1. Chapter Overview on Image Segmentation & Medical Imaging in U-Net.mp42.9 MB
19. Image Segmentation & Medical Imaging in U-Net Find Nuclei in Images/1. Chapter Overview on Image Segmentation & Medical Imaging in U-Net.srt891 B
19. Image Segmentation & Medical Imaging in U-Net Find Nuclei in Images/2. What is Segmentation And Applications in Medical Imaging.mp429.6 MB
19. Image Segmentation & Medical Imaging in U-Net Find Nuclei in Images/2. What is Segmentation And Applications in Medical Imaging.srt5.6 KB
19. Image Segmentation & Medical Imaging in U-Net Find Nuclei in Images/3. U-Net Image Segmentation with CNNs.mp430.5 MB
19. Image Segmentation & Medical Imaging in U-Net Find Nuclei in Images/3. U-Net Image Segmentation with CNNs.srt5 KB
19. Image Segmentation & Medical Imaging in U-Net Find Nuclei in Images/4. The Intersection over Union (IoU) Metric.mp443 MB
19. Image Segmentation & Medical Imaging in U-Net Find Nuclei in Images/4. The Intersection over Union (IoU) Metric.srt6.3 KB
19. Image Segmentation & Medical Imaging in U-Net Find Nuclei in Images/5. Finding the Nuclei in Divergent Images.mp4171.1 MB
19. Image Segmentation & Medical Imaging in U-Net Find Nuclei in Images/5. Finding the Nuclei in Divergent Images.srt20.9 KB
19. Image Segmentation & Medical Imaging in U-Net Find Nuclei in Images/5.1 U_NET.zip.zip90 MB
2. Introduction to Computer Vision & Deep Learning/1. Introduction to Computer Vision & Deep Learning.mp43.1 MB
2. Introduction to Computer Vision & Deep Learning/1. Introduction to Computer Vision & Deep Learning.srt863 B
2. Introduction to Computer Vision & Deep Learning/2. What is Computer Vision and What Makes it Hard.mp460.1 MB
2. Introduction to Computer Vision & Deep Learning/2. What is Computer Vision and What Makes it Hard.srt8.6 KB
2. Introduction to Computer Vision & Deep Learning/3. What are Images.mp458.8 MB

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