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

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11.1 GB
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0
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2
Files
96
Category
Other
Added
05/08/20 at 12:01am GMT+1
Infohash
a1e6d4b17147253141a5f027001d54b5b2d8c927

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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File list
  • [FreeCourseSite.com] Udemy - Deep Learning Computer Vision™ CNN, OpenCV, YOLO, SSD & GANs
  • 1. Introduction/1. Course Introduction.mp4 90.2 MB
  • 1. Introduction/1. Course Introduction.srt 15.7 KB
  • 10. Data Augmentation Build a Cats vs Dogs Classifier/1. Data Augmentation Chapter Overview.mp4 3.9 MB
  • 10. Data Augmentation Build a Cats vs Dogs Classifier/1. Data Augmentation Chapter Overview.srt 1.5 KB
  • 10. Data Augmentation Build a Cats vs Dogs Classifier/2. Splitting Data into Test and Training Datasets.mp4 103.8 MB
  • 10. Data Augmentation Build a Cats vs Dogs Classifier/2. Splitting Data into Test and Training Datasets.srt 14.3 KB
  • 10. Data Augmentation Build a Cats vs Dogs Classifier/2.1 datasets.zip.zip 65.7 MB
  • 10. Data Augmentation Build a Cats vs Dogs Classifier/3. Train a Cats vs. Dogs Classifier.mp4 44.8 MB
  • 10. Data Augmentation Build a Cats vs Dogs Classifier/3. Train a Cats vs. Dogs Classifier.srt 6.2 KB
  • 10. Data Augmentation Build a Cats vs Dogs Classifier/4. Boosting Accuracy with Data Augmentation.mp4 43.5 MB
  • 10. Data Augmentation Build a Cats vs Dogs Classifier/4. Boosting Accuracy with Data Augmentation.srt 7.4 KB
  • 10. Data Augmentation Build a Cats vs Dogs Classifier/5. Types of Data Augmentation.mp4 52.5 MB
  • 10. Data Augmentation Build a Cats vs Dogs Classifier/5. Types of Data Augmentation.srt 8.3 KB
  • 11. Confusion Matrix, Classification Report & Viewing Misclassifications/1. Introduction to the Confusion Matrix & Viewing Misclassifications.mp4 2.5 MB
  • 11. Confusion Matrix, Classification Report & Viewing Misclassifications/1. Introduction to the Confusion Matrix & Viewing Misclassifications.srt 917 B
  • 11. Confusion Matrix, Classification Report & Viewing Misclassifications/2. Understanding the Confusion Matrix.mp4 93 MB
  • 11. Confusion Matrix, Classification Report & Viewing Misclassifications/2. Understanding the Confusion Matrix.srt 16.5 KB
  • 11. Confusion Matrix, Classification Report & Viewing Misclassifications/3. Finding and Viewing Misclassified Data.mp4 44.4 MB
  • 11. Confusion Matrix, Classification Report & Viewing Misclassifications/3. Finding and Viewing Misclassified Data.srt 8.5 KB
  • 12. Types of Optimizers, Learning Rates & Callbacks Build a Fruit Classifier/1. Introduction to the types of Optimizers, Learning Rates & Callbacks.mp4 3.4 MB
  • 12. Types of Optimizers, Learning Rates & Callbacks Build a Fruit Classifier/1. Introduction to the types of Optimizers, Learning Rates & Callbacks.srt 1 KB
  • 12. Types of Optimizers, Learning Rates & Callbacks Build a Fruit Classifier/2. Types Optimizers and Adaptive Learning Rate Methods.mp4 67.2 MB
  • 12. Types of Optimizers, Learning Rates & Callbacks Build a Fruit Classifier/2. Types Optimizers and Adaptive Learning Rate Methods.srt 11 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.mp4 51.1 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.srt 9.4 KB
  • 12. Types of Optimizers, Learning Rates & Callbacks Build a Fruit Classifier/4. Build a Fruit Classifier.mp4 92.9 MB
  • 12. Types of Optimizers, Learning Rates & Callbacks Build a Fruit Classifier/4. Build a Fruit Classifier.srt 11.6 KB
  • 12. Types of Optimizers, Learning Rates & Callbacks Build a Fruit Classifier/4.1 fruits-360.tar.gz.gz 376 MB
  • 13. Batch Normalization & Build LeNet, AlexNet Build a FashionClothes Classifier/1. Intro to Building LeNet, AlexNet in Keras & Understand Batch Normalization.mp4 2.8 MB
  • 13. Batch Normalization & Build LeNet, AlexNet Build a FashionClothes Classifier/1. Intro to Building LeNet, AlexNet in Keras & Understand Batch Normalization.srt 860 B
  • 13. Batch Normalization & Build LeNet, AlexNet Build a FashionClothes Classifier/2. Build LeNet and test on MNIST.mp4 32.1 MB
  • 13. Batch Normalization & Build LeNet, AlexNet Build a FashionClothes Classifier/2. Build LeNet and test on MNIST.srt 4.4 KB
  • 13. Batch Normalization & Build LeNet, AlexNet Build a FashionClothes Classifier/3. Build AlexNet and test on CIFAR10.mp4 42.2 MB
  • 13. Batch Normalization & Build LeNet, AlexNet Build a FashionClothes Classifier/3. Build AlexNet and test on CIFAR10.srt 6.3 KB
  • 13. Batch Normalization & Build LeNet, AlexNet Build a FashionClothes Classifier/4. Batch Normalization.mp4 23.2 MB
  • 13. Batch Normalization & Build LeNet, AlexNet Build a FashionClothes Classifier/4. Batch Normalization.srt 4.2 KB
  • 13. Batch Normalization & Build LeNet, AlexNet Build a FashionClothes Classifier/5. Build a Clothing & Apparel Classifier (Fashion MNIST).mp4 56.3 MB
  • 13. Batch Normalization & Build LeNet, AlexNet Build a FashionClothes Classifier/5. Build a Clothing & Apparel Classifier (Fashion MNIST).srt 8.4 KB
  • 13. Batch Normalization & Build LeNet, AlexNet Build a FashionClothes Classifier/5.1 fashion_mnist.tar.gz.gz 29.4 MB
  • 14. ImageNet in Keras (VGG1619, InceptionV3, ResNet50) - Advanced Image Classiers/1. Chapter Introduction.mp4 2.9 MB
  • 14. ImageNet in Keras (VGG1619, InceptionV3, ResNet50) - Advanced Image Classiers/1. Chapter Introduction.srt 856 B
  • 14. ImageNet in Keras (VGG1619, InceptionV3, ResNet50) - Advanced Image Classiers/2. ImageNet - Experimenting with pre-trained Models in Keras (VGG16, ResNet50, Mobi.mp4 82.1 MB
  • 14. ImageNet in Keras (VGG1619, InceptionV3, ResNet50) - Advanced Image Classiers/2. ImageNet - Experimenting with pre-trained Models in Keras (VGG16, ResNet50, Mobi.srt 12.1 KB
  • 14. ImageNet in Keras (VGG1619, InceptionV3, ResNet50) - Advanced Image Classiers/3. Understanding VGG16 and VGG19.mp4 14.4 MB
  • 14. ImageNet in Keras (VGG1619, InceptionV3, ResNet50) - Advanced Image Classiers/3. Understanding VGG16 and VGG19.srt 2.4 KB
  • 14. ImageNet in Keras (VGG1619, InceptionV3, ResNet50) - Advanced Image Classiers/4. Understanding ResNet50.mp4 9.8 MB
  • 14. ImageNet in Keras (VGG1619, InceptionV3, ResNet50) - Advanced Image Classiers/4. Understanding ResNet50.srt 2.1 KB
  • 14. ImageNet in Keras (VGG1619, InceptionV3, ResNet50) - Advanced Image Classiers/5. Understanding InceptionV3.mp4 14.4 MB
  • 14. ImageNet in Keras (VGG1619, InceptionV3, ResNet50) - Advanced Image Classiers/5. Understanding InceptionV3.srt 3.5 KB
  • 15. Transfer Learning and Fine Tuning Build a Flower and Monkey Breed Classifier/1. Chapter Introduction.mp4 2.3 MB
  • 15. Transfer Learning and Fine Tuning Build a Flower and Monkey Breed Classifier/1. Chapter Introduction.srt 813 B
  • 15. Transfer Learning and Fine Tuning Build a Flower and Monkey Breed Classifier/2. What is Transfer Learning and Fine Tuning.mp4 44.9 MB
  • 15. Transfer Learning and Fine Tuning Build a Flower and Monkey Breed Classifier/2. What is Transfer Learning and Fine Tuning.srt 9.3 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.mp4 135.3 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.srt 17.6 KB
  • 15. Transfer Learning and Fine Tuning Build a Flower and Monkey Breed Classifier/3.1 17_flowers.tar.gz.gz 57.5 MB
  • 15. Transfer Learning and Fine Tuning Build a Flower and Monkey Breed Classifier/4. Build a Flower Classifier with VGG16 using Transfer Learning.mp4 82 MB
  • 15. Transfer Learning and Fine Tuning Build a Flower and Monkey Breed Classifier/4. Build a Flower Classifier with VGG16 using Transfer Learning.srt 10.6 KB
  • 15. Transfer Learning and Fine Tuning Build a Flower and Monkey Breed Classifier/4.1 monkey_breed.zip.zip 546.7 MB
  • 16. Design Your Own CNN - LittleVGG Build a Simpsons Character Classifier/1. Chapter Introduction.mp4 1.9 MB
  • 16. Design Your Own CNN - LittleVGG Build a Simpsons Character Classifier/1. Chapter Introduction.srt 636 B
  • 16. Design Your Own CNN - LittleVGG Build a Simpsons Character Classifier/2. Introducing LittleVGG.mp4 11.5 MB
  • 16. Design Your Own CNN - LittleVGG Build a Simpsons Character Classifier/2. Introducing LittleVGG.srt 2 KB
  • 16. Design Your Own CNN - LittleVGG Build a Simpsons Character Classifier/3. Simpsons Character Recognition using LittleVGG.mp4 99.6 MB
  • 16. Design Your Own CNN - LittleVGG Build a Simpsons Character Classifier/3. Simpsons Character Recognition using LittleVGG.srt 12.6 KB
  • 16. Design Your Own CNN - LittleVGG Build a Simpsons Character Classifier/3.1 simpsons.tar.gz.gz 549.5 MB
  • 17. Advanced Activation Functions and Initializations/1. Chapter Introduction.mp4 2.1 MB
  • 17. Advanced Activation Functions and Initializations/1. Chapter Introduction.srt 659 B
  • 17. Advanced Activation Functions and Initializations/2. Dying ReLU Problem and Introduction to Leaky ReLU, ELU and PReLUs.mp4 32.3 MB
  • 17. Advanced Activation Functions and Initializations/2. Dying ReLU Problem and Introduction to Leaky ReLU, ELU and PReLUs.srt 6.7 KB
  • 17. Advanced Activation Functions and Initializations/3. Advanced Initializations.mp4 15 MB
  • 17. Advanced Activation Functions and Initializations/3. Advanced Initializations.srt 3.6 KB
  • 18. Deep Surveillance Build a Facial Emotion, Age & Gender Recognition System/1. Chapter Introduction.mp4 4.6 MB
  • 18. Deep Surveillance Build a Facial Emotion, Age & Gender Recognition System/1. Chapter Introduction.srt 1.3 KB
  • 18. Deep Surveillance Build a Facial Emotion, Age & Gender Recognition System/2. Build an Emotion, Facial Expression Detector.mp4 202 MB
  • 18. Deep Surveillance Build a Facial Emotion, Age & Gender Recognition System/2. Build an Emotion, Facial Expression Detector.srt 26.1 KB
  • 18. Deep Surveillance Build a Facial Emotion, Age & Gender Recognition System/2.1 fer2013.zip.zip 143.3 MB
  • 18. Deep Surveillance Build a Facial Emotion, Age & Gender Recognition System/3. Build EmotionAgeGender Recognition in our Deep Surveillance Monitor.mp4 260.8 MB
  • 18. Deep Surveillance Build a Facial Emotion, Age & Gender Recognition System/3. Build EmotionAgeGender Recognition in our Deep Surveillance Monitor.srt 31.4 KB
  • 18. Deep Surveillance Build a Facial Emotion, Age & Gender Recognition System/3.1 age-gender-estimation.tar.gz.gz 552.2 MB
  • 19. Image Segmentation & Medical Imaging in U-Net Find Nuclei in Images/1. Chapter Overview on Image Segmentation & Medical Imaging in U-Net.mp4 2.9 MB
  • 19. Image Segmentation & Medical Imaging in U-Net Find Nuclei in Images/1. Chapter Overview on Image Segmentation & Medical Imaging in U-Net.srt 891 B
  • 19. Image Segmentation & Medical Imaging in U-Net Find Nuclei in Images/2. What is Segmentation And Applications in Medical Imaging.mp4 29.6 MB
  • 19. Image Segmentation & Medical Imaging in U-Net Find Nuclei in Images/2. What is Segmentation And Applications in Medical Imaging.srt 5.6 KB
  • 19. Image Segmentation & Medical Imaging in U-Net Find Nuclei in Images/3. U-Net Image Segmentation with CNNs.mp4 30.5 MB
  • 19. Image Segmentation & Medical Imaging in U-Net Find Nuclei in Images/3. U-Net Image Segmentation with CNNs.srt 5 KB
  • 19. Image Segmentation & Medical Imaging in U-Net Find Nuclei in Images/4. The Intersection over Union (IoU) Metric.mp4 43 MB
  • 19. Image Segmentation & Medical Imaging in U-Net Find Nuclei in Images/4. The Intersection over Union (IoU) Metric.srt 6.3 KB
  • 19. Image Segmentation & Medical Imaging in U-Net Find Nuclei in Images/5. Finding the Nuclei in Divergent Images.mp4 171.1 MB
  • 19. Image Segmentation & Medical Imaging in U-Net Find Nuclei in Images/5. Finding the Nuclei in Divergent Images.srt 20.9 KB
  • 19. Image Segmentation & Medical Imaging in U-Net Find Nuclei in Images/5.1 U_NET.zip.zip 90 MB
  • 2. Introduction to Computer Vision & Deep Learning/1. Introduction to Computer Vision & Deep Learning.mp4 3.1 MB
  • 2. Introduction to Computer Vision & Deep Learning/1. Introduction to Computer Vision & Deep Learning.srt 863 B
  • 2. Introduction to Computer Vision & Deep Learning/2. What is Computer Vision and What Makes it Hard.mp4 60.1 MB
  • 2. Introduction to Computer Vision & Deep Learning/2. What is Computer Vision and What Makes it Hard.srt 8.6 KB
  • 2. Introduction to Computer Vision & Deep Learning/3. What are Images.mp4 58.8 MB

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