[UdemyCourseDownloader] Deep Learning Computer Vision™ CNN, OpenCV, YOLO, SSD & GANs

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[UdemyCourseDownloader] Deep Learning Computer Vision™ CNN, OpenCV, YOLO, SSD & GANs

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文件列表

  • 3. Setup Your FREE Deep Learning Development Virtual Machine/1.3 DeepLearningCV2.tar.gz.gz 674.4 MB
  • 18. Deep Surveillance Build a Facial Emotion, Age & Gender Recognition System/3.1 age-gender-estimation.tar.gz.gz 579.0 MB
  • 16. Design Your Own CNN - LittleVGG Build a Simpsons Character Classifier/3.1 simpsons.tar.gz.gz 576.2 MB
  • 15. Transfer Learning and Fine Tuning Build a Flower and Monkey Breed Classifier/4.1 monkey_breed.zip.zip 573.2 MB
  • 25. Face Recognition with VGGFace/2.1 vgg_face_weights.h5.tar.gz.gz 546.0 MB
  • 12. Types of Optimizers Learning Rates & Callbacks Build a Fruit Classifier/4.1 fruits-360.tar.gz.gz 394.3 MB
  • 18. Deep Surveillance Build a Facial Emotion, Age & Gender Recognition System/3. Build EmotionAgeGender Recognition in our Deep Surveillance Monitor.mp4 273.4 MB
  • 18. Deep Surveillance Build a Facial Emotion, Age & Gender Recognition System/2. Build an Emotion, Facial Expression Detector.mp4 211.8 MB
  • 19. Image Segmentation Medical Imaging in U-Net Find Nuclei in Images/5. Finding the Nuclei in Divergent Images.mp4 179.4 MB
  • 22. Object Detection with YOLO & Darkflow Build a London Underground Sign Detector/4. Build your own YOLO Object Detector - Detecting London Underground Signs.mp4 166.8 MB
  • 18. Deep Surveillance Build a Facial Emotion, Age & Gender Recognition System/2.1 fer2013.zip.zip 150.2 MB
  • 20. Principles of Object Detection/3. R-CNN, Fast R-CNN, Faster R-CNN and Mask R-CNN.mp4 142.5 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.mp4 141.9 MB
  • 23. DeepDream Neural Style Transfers Make AI Generated Art/3. Neural Style Transfer.mp4 130.8 MB
  • 25. Face Recognition with VGGFace/1.1 25. Face Recognition All Notebooks.tar.gz.gz 126.6 MB
  • 6. Neural Networks Explained in Detail/9. Regularization, Overfitting, Generalization and Test Datasets.mp4 124.1 MB
  • 24. Generative Adversarial Networks (GANs) Age Faces to 60+ Age with our Age-cGAN/5.1 GenerativeNetworks.tar.gz.gz 122.7 MB
  • 5. OpenCV3 Tutorial (OPTIONAL) Live Sketches Identify Shapes & Face Detection/7. Understanding Color Spaces - The Many Ways Color Images Are Stored Digitally.mp4 111.4 MB
  • 5. OpenCV3 Tutorial (OPTIONAL) Live Sketches Identify Shapes & Face Detection/26. Sorting Contours - Sort Those Shapes By Size.mp4 111.3 MB
  • 22. Object Detection with YOLO & Darkflow Build a London Underground Sign Detector/3. Experiment with YOLO on still images, webcam and videos.mp4 109.6 MB
  • 10. Data Augmentation Build a Cats vs Dogs Classifier/2. Splitting Data into Test and Training Datasets.mp4 108.9 MB
  • 7. Convolutional Neural Networks (CNNs) Explained in Detail/3. Convolutions & Image Features.mp4 107.3 MB
  • 6. Neural Networks Explained in Detail/8. Backpropagation & Learning Rates – A Worked Example.mp4 104.7 MB
  • 16. Design Your Own CNN - LittleVGG Build a Simpsons Character Classifier/3. Simpsons Character Recognition using LittleVGG.mp4 104.4 MB
  • 24. Generative Adversarial Networks (GANs) Age Faces to 60+ Age with our Age-cGAN/4. Implementing GANs in Keras.mp4 101.0 MB
  • 11. Confusion Matrix Classification Report & Viewing Misclassifications/2. Understanding the Confusion Matrix.mp4 97.5 MB
  • 12. Types of Optimizers Learning Rates & Callbacks Build a Fruit Classifier/4. Build a Fruit Classifier.mp4 97.5 MB
  • 19. Image Segmentation Medical Imaging in U-Net Find Nuclei in Images/5.1 U_NET.zip.zip 94.3 MB
  • 9. What CNNs'see Learn to do Filter Visualizations Heatmaps and Salience Maps/4. Filter Visualizations.mp4 93.8 MB
  • 5. OpenCV3 Tutorial (OPTIONAL) Live Sketches Identify Shapes & Face Detection/40. Face and Eye Detection - Detect Human Faces and Eyes In Any Image.mp4 93.6 MB
  • 1. Introduction/1. Course Introduction.mp4 92.9 MB
  • 24. Generative Adversarial Networks (GANs) Age Faces to 60+ Age with our Age-cGAN/2. Introduction To GANs.mp4 89.5 MB
  • 23. DeepDream Neural Style Transfers Make AI Generated Art/2. DeepDream – How AI Generated Art All Started.mp4 88.1 MB
  • 21. TensorFlow Object Detection API/3. Experiment with a ResNet SSD on images, webcam and videos.mp4 87.6 MB
  • 3. Setup Your FREE Deep Learning Development Virtual Machine/1. Setting up your Deep Learning Virtual Machine (Download Code, VM & Slides here!).mp4 86.3 MB
  • 14. ImageNet in Keras (VGG1619 InceptionV3, ResNet50) Advanced Image Classiers/2. ImageNet - Experimenting with pre-trained Models in Keras (VGG16, ResNet50, Mobi.mp4 86.1 MB
  • 5. OpenCV3 Tutorial (OPTIONAL) Live Sketches Identify Shapes & Face Detection/38. Histogram of Oriented Gradients - Another Novel Way Of Representing Images.mp4 86.0 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 85.9 MB
  • 9. What CNNs'see Learn to do Filter Visualizations Heatmaps and Salience Maps/3. Saliency Maps & Class Activation Maps.mp4 84.7 MB
  • 5. OpenCV3 Tutorial (OPTIONAL) Live Sketches Identify Shapes & Face Detection/25. Segmentation and Contours - Extract Defined Shapes In Your Image.mp4 81.2 MB
  • 5. OpenCV3 Tutorial (OPTIONAL) Live Sketches Identify Shapes & Face Detection/5. Getting Started with OpenCV - A Brief OpenCV Intro.mp4 78.6 MB
  • 8. Build CNNs in Python using Keras - Handwriting Recognition (MNIST)/12. Building a Simple Image Classifier using CIFAR10.mp4 78.0 MB
  • 21. TensorFlow Object Detection API/4. How to Train a TFOD Model.mp4 77.8 MB
  • 8. Build CNNs in Python using Keras - Handwriting Recognition (MNIST)/2. Introduction to Keras & Tensorflow.mp4 77.3 MB
  • 6. Neural Networks Explained in Detail/7. Training Part 2 – Backpropagation and Gradient Descent.mp4 76.2 MB
  • 2. Introduction to Computer Vision Deep Learning/3. What are Images.mp4 73.8 MB
  • 5. OpenCV3 Tutorial (OPTIONAL) Live Sketches Identify Shapes & Face Detection/18. Blurring - The Many Ways We Can Blur Images & Why It's Important.mp4 73.6 MB
  • 4. Handwriting Recognition, Simple Object Classification OpenCV Demo/2. Experiment with a Handwriting Classifier.mp4 70.6 MB
  • 12. Types of Optimizers Learning Rates & Callbacks Build a Fruit Classifier/2. Types Optimizers and Adaptive Learning Rate Methods.mp4 70.5 MB
  • 5. OpenCV3 Tutorial (OPTIONAL) Live Sketches Identify Shapes & Face Detection/30. Line Detection - Detect Straight Lines E.g. The Lines On A Sudoku Game.mp4 68.9 MB
  • 10. Data Augmentation Build a Cats vs Dogs Classifier/2.1 datasets.zip.zip 68.9 MB
  • 5. OpenCV3 Tutorial (OPTIONAL) Live Sketches Identify Shapes & Face Detection/20. Thresholding (Binarization) - Making Certain Images Areas Black or White.mp4 68.0 MB
  • 9. What CNNs'see Learn to do Filter Visualizations Heatmaps and Salience Maps/2. Saliency Maps & Class Activation Maps.mp4 67.3 MB
  • 6. Neural Networks Explained in Detail/4. Forward Propagation.mp4 66.4 MB
  • 6. Neural Networks Explained in Detail/5. Activation Functions.mp4 62.5 MB
  • 2. Introduction to Computer Vision Deep Learning/2. What is Computer Vision and What Makes it Hard.mp4 62.5 MB
  • 6. Neural Networks Explained in Detail/6. Training Part 1 – Loss Functions.mp4 61.3 MB
  • 15. Transfer Learning and Fine Tuning Build a Flower and Monkey Breed Classifier/3.1 17_flowers.tar.gz.gz 60.3 MB
  • 3. Setup Your FREE Deep Learning Development Virtual Machine/1.2 Master Deep Learning Computer Vision Slides.pdf.pdf 59.3 MB
  • 5. OpenCV3 Tutorial (OPTIONAL) Live Sketches Identify Shapes & Face Detection/41. Mini Project 6 - Car and Pedestrian Detection in Videos.mp4 59.2 MB
  • 13. Batch Normalization Build LeNet, AlexNet Build a FashionClothes Classifier/5. Build a Clothing & Apparel Classifier (Fashion MNIST).mp4 59.1 MB
  • 8. Build CNNs in Python using Keras - Handwriting Recognition (MNIST)/4. Loading Our Data.mp4 55.5 MB
  • 5. OpenCV3 Tutorial (OPTIONAL) Live Sketches Identify Shapes & Face Detection/28. Matching Contour Shapes - Match Shapes In Images Even When Distorted.mp4 55.5 MB
  • 10. Data Augmentation Build a Cats vs Dogs Classifier/5. Types of Data Augmentation.mp4 55.1 MB
  • 6. Neural Networks Explained in Detail/2. Machine Learning Overview.mp4 54.8 MB
  • 5. OpenCV3 Tutorial (OPTIONAL) Live Sketches Identify Shapes & Face Detection/37. Finding Corners - Why Corners In Images Are Important to Object Detection.mp4 54.6 MB
  • 6. Neural Networks Explained in Detail/11. Measuring Performance and the Confusion Matrix.mp4 54.6 MB
  • 5. OpenCV3 Tutorial (OPTIONAL) Live Sketches Identify Shapes & Face Detection/33. Mini Project 3 - Counting Circles and Ellipses.mp4 54.4 MB
  • 22. Object Detection with YOLO & Darkflow Build a London Underground Sign Detector/2. Setting up and install Yolo DarkNet and DarkFlow.mp4 54.2 MB
  • 20. Principles of Object Detection/2. Object Detection Introduction - Sliding Windows with HOGs.mp4 54.2 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.mp4 53.6 MB
  • 2. Introduction to Computer Vision Deep Learning/4. Intro to OpenCV, OpenVINO™ & their Limitations.mp4 52.3 MB
  • 21. TensorFlow Object Detection API/2. TFOD API Install and Setup.mp4 49.9 MB
  • 5. OpenCV3 Tutorial (OPTIONAL) Live Sketches Identify Shapes & Face Detection/29. Mini Project 2 - Identify Shapes (Square, Rectangle, Circle, Triangle & Stars).mp4 49.6 MB
  • 5. OpenCV3 Tutorial (OPTIONAL) Live Sketches Identify Shapes & Face Detection/1.1 MasterOpenCV.tar.gz.gz 49.4 MB
  • 5. OpenCV3 Tutorial (OPTIONAL) Live Sketches Identify Shapes & Face Detection/27. Approximating Contours & Finding Their Convex Hull - Clean Up Messy Contours.mp4 49.2 MB
  • 24. Generative Adversarial Networks (GANs) Age Faces to 60+ Age with our Age-cGAN/5. Face Aging GAN.mp4 49.0 MB
  • 7. Convolutional Neural Networks (CNNs) Explained in Detail/4. Depth, Stride and Padding.mp4 48.8 MB
  • 5. OpenCV3 Tutorial (OPTIONAL) Live Sketches Identify Shapes & Face Detection/22. Edge Detection using Image Gradients & Canny Edge Detection.mp4 47.9 MB
  • 15. Transfer Learning and Fine Tuning Build a Flower and Monkey Breed Classifier/2. What is Transfer Learning and Fine Tuning.mp4 47.1 MB
  • 10. Data Augmentation Build a Cats vs Dogs Classifier/3. Train a Cats vs. Dogs Classifier.mp4 47.0 MB
  • 11. Confusion Matrix Classification Report & Viewing Misclassifications/3. Finding and Viewing Misclassified Data.mp4 46.5 MB
  • 5. OpenCV3 Tutorial (OPTIONAL) Live Sketches Identify Shapes & Face Detection/24. Mini Project 1 - Live Sketch App - Turn your Webcam Feed Into A Pencil Drawing.mp4 45.9 MB
  • 10. Data Augmentation Build a Cats vs Dogs Classifier/4. Boosting Accuracy with Data Augmentation.mp4 45.6 MB
  • 5. OpenCV3 Tutorial (OPTIONAL) Live Sketches Identify Shapes & Face Detection/39. HAAR Cascade Classifiers - Learn How Classifiers Work And Why They're Amazing.mp4 45.2 MB
  • 19. Image Segmentation Medical Imaging in U-Net Find Nuclei in Images/4. The Intersection over Union (IoU) Metric.mp4 45.0 MB
  • 5. OpenCV3 Tutorial (OPTIONAL) Live Sketches Identify Shapes & Face Detection/8. Histogram representation of Images - Visualizing the Components of Images.mp4 44.4 MB
  • 5. OpenCV3 Tutorial (OPTIONAL) Live Sketches Identify Shapes & Face Detection/4. Storing Images on Computers.mp4 44.4 MB
  • 13. Batch Normalization Build LeNet, AlexNet Build a FashionClothes Classifier/3. Build AlexNet and test on CIFAR10.mp4 44.2 MB
  • 5. OpenCV3 Tutorial (OPTIONAL) Live Sketches Identify Shapes & Face Detection/21. Dilation, Erosion, OpeningClosing - Importance of ThickeningThinning Lines.mp4 44.1 MB
  • 4. Handwriting Recognition, Simple Object Classification OpenCV Demo/4. OpenCV Demo – Live Sketch with Webcam.mp4 43.2 MB
  • 8. Build CNNs in Python using Keras - Handwriting Recognition (MNIST)/8. Training Our Classifier.mp4 42.8 MB
  • 7. Convolutional Neural Networks (CNNs) Explained in Detail/2. Convolutional Neural Networks Introduction.mp4 38.4 MB
  • 5. OpenCV3 Tutorial (OPTIONAL) Live Sketches Identify Shapes & Face Detection/13. Scaling, Re-sizing and Interpolations - Understand How Re-Sizing Affects Quality.mp4 38.3 MB
  • 8. Build CNNs in Python using Keras - Handwriting Recognition (MNIST)/7. Building & Compiling Our Model.mp4 38.0 MB
  • 5. OpenCV3 Tutorial (OPTIONAL) Live Sketches Identify Shapes & Face Detection/36. Feature Description Theory - How We Digitally Represent Objects.mp4 37.0 MB
  • 9. What CNNs'see Learn to do Filter Visualizations Heatmaps and Salience Maps/5. Heat Map Visualizations of Class Activations.mp4 35.9 MB
  • 8. Build CNNs in Python using Keras - Handwriting Recognition (MNIST)/5. Getting our data in ‘Shape’.mp4 35.4 MB
  • 20. Principles of Object Detection/5. YOLO to YOLOv3.mp4 34.7 MB
  • 26. The Computer Vision World/5. Building a Deep Learning Machine vs. Cloud GPUs.mp4 34.1 MB
  • 17. Advanced Activation Functions and Initializations/2. Dying ReLU Problem and Introduction to Leaky ReLU, ELU and PReLUs.mp4 33.9 MB
  • 5. OpenCV3 Tutorial (OPTIONAL) Live Sketches Identify Shapes & Face Detection/32. Blob Detection - Detect The Center of Flowers.mp4 33.8 MB
  • 13. Batch Normalization Build LeNet, AlexNet Build a FashionClothes Classifier/2. Build LeNet and test on MNIST.mp4 33.7 MB
  • 5. OpenCV3 Tutorial (OPTIONAL) Live Sketches Identify Shapes & Face Detection/23. Perspective & Affine Transforms - Take An Off Angle Shot & Make It Look Top Down.mp4 33.2 MB
  • 5. OpenCV3 Tutorial (OPTIONAL) Live Sketches Identify Shapes & Face Detection/16. Arithmetic Operations - Brightening and Darkening Images.mp4 32.6 MB
  • 5. OpenCV3 Tutorial (OPTIONAL) Live Sketches Identify Shapes & Face Detection/9. Creating Images & Drawing on Images - Make Squares, Circles, Polygons & Add Text.mp4 32.5 MB
  • 5. OpenCV3 Tutorial (OPTIONAL) Live Sketches Identify Shapes & Face Detection/34. Object Detection Overview.mp4 32.3 MB
  • 19. Image Segmentation Medical Imaging in U-Net Find Nuclei in Images/3. U-Net Image Segmentation with CNNs.mp4 31.9 MB
  • 19. Image Segmentation Medical Imaging in U-Net Find Nuclei in Images/2. What is Segmentation And Applications in Medical Imaging.mp4 31.1 MB
  • 8. Build CNNs in Python using Keras - Handwriting Recognition (MNIST)/10. Saving and Loading Your Model.mp4 30.9 MB
  • 13. Batch Normalization Build LeNet, AlexNet Build a FashionClothes Classifier/5.1 fashion_mnist.tar.gz.gz 30.9 MB
  • 5. OpenCV3 Tutorial (OPTIONAL) Live Sketches Identify Shapes & Face Detection/17. Bitwise Operations - How Image Masking Works.mp4 30.3 MB
  • 7. Convolutional Neural Networks (CNNs) Explained in Detail/6. Pooling.mp4 30.2 MB
  • 4. Handwriting Recognition, Simple Object Classification OpenCV Demo/3. Experiment with a Image Classifier.mp4 28.6 MB
  • 7. Convolutional Neural Networks (CNNs) Explained in Detail/8. Training CNNs.mp4 28.5 MB
  • 24. Generative Adversarial Networks (GANs) Age Faces to 60+ Age with our Age-cGAN/3. Mathematics of GANs.mp4 28.5 MB
  • 6. Neural Networks Explained in Detail/12. Review and Best Practices.mp4 28.5 MB
  • 6. Neural Networks Explained in Detail/10. Epochs, Iterations and Batch Sizes.mp4 27.3 MB
  • 5. OpenCV3 Tutorial (OPTIONAL) Live Sketches Identify Shapes & Face Detection/35. Mini Project # 4 - Finding Waldo (Quickly Find A Specific Pattern In An Image).mp4 27.2 MB
  • 8. Build CNNs in Python using Keras - Handwriting Recognition (MNIST)/9. Plotting Loss and Accuracy Charts.mp4 26.8 MB
  • 8. Build CNNs in Python using Keras - Handwriting Recognition (MNIST)/11. Displaying Your Model Visually.mp4 26.7 MB
  • 7. Convolutional Neural Networks (CNNs) Explained in Detail/9. Designing Your Own CNN.mp4 25.4 MB
  • 5. OpenCV3 Tutorial (OPTIONAL) Live Sketches Identify Shapes & Face Detection/15. Cropping - Cut Out The Image The Regions You Want or Don't Want.mp4 25.3 MB
  • 6. Neural Networks Explained in Detail/3. Neural Networks Explained.mp4 24.5 MB
  • 13. Batch Normalization Build LeNet, AlexNet Build a FashionClothes Classifier/4. Batch Normalization.mp4 24.3 MB
  • 5. OpenCV3 Tutorial (OPTIONAL) Live Sketches Identify Shapes & Face Detection/12. Rotations - How To Spin Your Image Around And Do Horizontal Flipping.mp4 24.2 MB
  • 26. The Computer Vision World/2. Alternative Frameworks PyTorch, MXNet, Caffe, Theano & OpenVINO.mp4 24.1 MB
  • 5. OpenCV3 Tutorial (OPTIONAL) Live Sketches Identify Shapes & Face Detection/3. How are Images Formed.mp4 22.3 MB
  • 26. The Computer Vision World/4. Popular Computer Vision Conferences & Finding Datasets.mp4 20.5 MB
  • 5. OpenCV3 Tutorial (OPTIONAL) Live Sketches Identify Shapes & Face Detection/11. Image Translations - Moving Images Up, Down. Left And Right.mp4 19.4 MB
  • 8. Build CNNs in Python using Keras - Handwriting Recognition (MNIST)/6. Hot One Encoding.mp4 19.1 MB
  • 5. OpenCV3 Tutorial (OPTIONAL) Live Sketches Identify Shapes & Face Detection/19. Sharpening - Reverse Your Images Blurs.mp4 18.2 MB
  • 5. OpenCV3 Tutorial (OPTIONAL) Live Sketches Identify Shapes & Face Detection/2. What are Images.mp4 16.8 MB
  • 5. OpenCV3 Tutorial (OPTIONAL) Live Sketches Identify Shapes & Face Detection/6. Grayscaling - Converting Color Images To Shades of Gray.mp4 15.7 MB
  • 17. Advanced Activation Functions and Initializations/3. Advanced Initializations.mp4 15.7 MB
  • 14. ImageNet in Keras (VGG1619 InceptionV3, ResNet50) Advanced Image Classiers/3. Understanding VGG16 and VGG19.mp4 15.1 MB
  • 14. ImageNet in Keras (VGG1619 InceptionV3, ResNet50) Advanced Image Classiers/5. Understanding InceptionV3.mp4 15.0 MB
  • 5. OpenCV3 Tutorial (OPTIONAL) Live Sketches Identify Shapes & Face Detection/14. Image Pyramids - Another Way of Re-Sizing.mp4 14.9 MB
  • 7. Convolutional Neural Networks (CNNs) Explained in Detail/7. The Fully Connected Layer.mp4 14.5 MB
  • 5. OpenCV3 Tutorial (OPTIONAL) Live Sketches Identify Shapes & Face Detection/1. Setup OpenCV.mp4 14.1 MB
  • 20. Principles of Object Detection/4. Single Shot Detectors (SSDs).mp4 13.1 MB
  • 16. Design Your Own CNN - LittleVGG Build a Simpsons Character Classifier/2. Introducing LittleVGG.mp4 12.0 MB
  • 8. Build CNNs in Python using Keras - Handwriting Recognition (MNIST)/3. Building a Handwriting Recognition CNN.mp4 11.7 MB
  • 5. OpenCV3 Tutorial (OPTIONAL) Live Sketches Identify Shapes & Face Detection/10. Transformations, Affine And Non-Affine - The Many Ways We Can Change Images.mp4 11.6 MB
  • 7. Convolutional Neural Networks (CNNs) Explained in Detail/5. ReLU.mp4 11.4 MB
  • 14. ImageNet in Keras (VGG1619 InceptionV3, ResNet50) Advanced Image Classiers/4. Understanding ResNet50.mp4 10.2 MB
  • 26. The Computer Vision World/3. Popular APIs Google, Microsoft, ClarifAI Amazon Rekognition and others.mp4 9.0 MB
  • 4. Handwriting Recognition, Simple Object Classification OpenCV Demo/1. Get Started! Handwriting Recognition, Simple Object Classification OpenCV Demo.mp4 8.8 MB
  • 9. What CNNs'see Learn to do Filter Visualizations Heatmaps and Salience Maps/1. Introduction to Visualizing What CNNs 'see' & Filter Visualizations.mp4 8.6 MB
  • 6. Neural Networks Explained in Detail/1. Neural Networks Chapter Overview.mp4 8.2 MB
  • 29. BONUS Create a Computer Vision API & Web App Using Flask and AWS/1.1 CVApiWebAPp.tar.gz.gz 8.1 MB
  • 8. Build CNNs in Python using Keras - Handwriting Recognition (MNIST)/1. Building a CNN in Keras.mp4 5.9 MB
  • 7. Convolutional Neural Networks (CNNs) Explained in Detail/1. Convolutional Neural Networks Chapter Overview.mp4 5.4 MB
  • 24. Generative Adversarial Networks (GANs) Age Faces to 60+ Age with our Age-cGAN/1. Generative Adverserial Neural Networks Chapter Overview.mp4 4.9 MB
  • 18. Deep Surveillance Build a Facial Emotion, Age & Gender Recognition System/1. Chapter Introduction.mp4 4.8 MB
  • 26. The Computer Vision World/1. Chapter Introduction.mp4 4.2 MB
  • 10. Data Augmentation Build a Cats vs Dogs Classifier/1. Data Augmentation Chapter Overview.mp4 4.1 MB
  • 2. Introduction to Computer Vision Deep Learning/1. Introduction to Computer Vision & Deep Learning.mp4 4.1 MB
  • 12. Types of Optimizers Learning Rates & Callbacks Build a Fruit Classifier/1. Introduction to the types of Optimizers, Learning Rates & Callbacks.mp4 3.6 MB
  • 20. Principles of Object Detection/1. Chapter Introduction.mp4 3.6 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 3.1 MB
  • 14. ImageNet in Keras (VGG1619 InceptionV3, ResNet50) Advanced Image Classiers/1. Chapter Introduction.mp4 3.0 MB
  • 13. Batch Normalization Build LeNet, AlexNet Build a FashionClothes Classifier/1. Intro to Building LeNet, AlexNet in Keras & Understand Batch Normalization.mp4 2.9 MB
  • 11. Confusion Matrix Classification Report & Viewing Misclassifications/1. Introduction to the Confusion Matrix & Viewing Misclassifications.mp4 2.7 MB
  • 22. Object Detection with YOLO & Darkflow Build a London Underground Sign Detector/1. Chapter Introduction.mp4 2.6 MB
  • 21. TensorFlow Object Detection API/1. Chapter Introduction.mp4 2.6 MB
  • 15. Transfer Learning and Fine Tuning Build a Flower and Monkey Breed Classifier/1. Chapter Introduction.mp4 2.4 MB
  • 17. Advanced Activation Functions and Initializations/1. Chapter Introduction.mp4 2.2 MB
  • 16. Design Your Own CNN - LittleVGG Build a Simpsons Character Classifier/1. Chapter Introduction.mp4 1.9 MB
  • 23. DeepDream Neural Style Transfers Make AI Generated Art/1. Chapter Introduction.mp4 1.6 MB
  • 27. BONUS Build a Credit Card Number Reader/1.1 Credit-Card Number Identification.zip.zip 131.5 kB
  • 28. BONUS Use Cloud GPUs on PaperSpace/2.1 AlexNet CIFAR10.zip.zip 30.3 kB
  • 18. Deep Surveillance Build a Facial Emotion, Age & Gender Recognition System/3. Build EmotionAgeGender Recognition in our Deep Surveillance Monitor.vtt 26.8 kB
  • 18. Deep Surveillance Build a Facial Emotion, Age & Gender Recognition System/2. Build an Emotion, Facial Expression Detector.vtt 22.5 kB
  • 22. Object Detection with YOLO & Darkflow Build a London Underground Sign Detector/4. Build your own YOLO Object Detector - Detecting London Underground Signs.vtt 19.5 kB
  • 6. Neural Networks Explained in Detail/9. Regularization, Overfitting, Generalization and Test Datasets.vtt 18.8 kB
  • 20. Principles of Object Detection/3. R-CNN, Fast R-CNN, Faster R-CNN and Mask R-CNN.vtt 18.7 kB
  • 19. Image Segmentation Medical Imaging in U-Net Find Nuclei in Images/5. Finding the Nuclei in Divergent Images.vtt 18.5 kB
  • 5. OpenCV3 Tutorial (OPTIONAL) Live Sketches Identify Shapes & Face Detection/26. Sorting Contours - Sort Those Shapes By Size.vtt 17.6 kB
  • 8. Build CNNs in Python using Keras - Handwriting Recognition (MNIST)/2. Introduction to Keras & Tensorflow.vtt 15.8 kB
  • 6. Neural Networks Explained in Detail/8. Backpropagation & Learning Rates – A Worked Example.vtt 15.7 kB
  • 7. Convolutional Neural Networks (CNNs) Explained in Detail/3. Convolutions & Image Features.vtt 15.5 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.vtt 15.5 kB
  • 28. BONUS Use Cloud GPUs on PaperSpace/1. Why use Cloud GPUs and How to Setup a PaperSpace Gradient Notebook.html 15.4 kB
  • 23. DeepDream Neural Style Transfers Make AI Generated Art/3. Neural Style Transfer.vtt 15.4 kB
  • 5. OpenCV3 Tutorial (OPTIONAL) Live Sketches Identify Shapes & Face Detection/7. Understanding Color Spaces - The Many Ways Color Images Are Stored Digitally.vtt 15.1 kB
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  • 5. OpenCV3 Tutorial (OPTIONAL) Live Sketches Identify Shapes & Face Detection/37. Finding Corners - Why Corners In Images Are Important to Object Detection.vtt 9.4 kB
  • 5. OpenCV3 Tutorial (OPTIONAL) Live Sketches Identify Shapes & Face Detection/41. Mini Project 6 - Car and Pedestrian Detection in Videos.vtt 9.4 kB
  • 15. Transfer Learning and Fine Tuning Build a Flower and Monkey Breed Classifier/4. Build a Flower Classifier with VGG16 using Transfer Learning.vtt 9.3 kB
  • 5. OpenCV3 Tutorial (OPTIONAL) Live Sketches Identify Shapes & Face Detection/30. Line Detection - Detect Straight Lines E.g. The Lines On A Sudoku Game.vtt 8.8 kB
  • 21. TensorFlow Object Detection API/3. Experiment with a ResNet SSD on images, webcam and videos.vtt 8.8 kB
  • 6. Neural Networks Explained in Detail/11. Measuring Performance and the Confusion Matrix.vtt 8.7 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.vtt 8.5 kB
  • 15. Transfer Learning and Fine Tuning Build a Flower and Monkey Breed Classifier/2. What is Transfer Learning and Fine Tuning.vtt 8.3 kB
  • 2. Introduction to Computer Vision Deep Learning/4. Intro to OpenCV, OpenVINO™ & their Limitations.vtt 8.3 kB
  • 9. What CNNs'see Learn to do Filter Visualizations Heatmaps and Salience Maps/2. Saliency Maps & Class Activation Maps.vtt 8.2 kB
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  • 7. Convolutional Neural Networks (CNNs) Explained in Detail/4. Depth, Stride and Padding.vtt 8.1 kB
  • 5. OpenCV3 Tutorial (OPTIONAL) Live Sketches Identify Shapes & Face Detection/33. Mini Project 3 - Counting Circles and Ellipses.vtt 8.0 kB
  • 2. Introduction to Computer Vision Deep Learning/2. What is Computer Vision and What Makes it Hard.vtt 7.6 kB
  • 8. Build CNNs in Python using Keras - Handwriting Recognition (MNIST)/4. Loading Our Data.vtt 7.6 kB
  • 13. Batch Normalization Build LeNet, AlexNet Build a FashionClothes Classifier/5. Build a Clothing & Apparel Classifier (Fashion MNIST).vtt 7.5 kB
  • 11. Confusion Matrix Classification Report & Viewing Misclassifications/3. Finding and Viewing Misclassified Data.vtt 7.5 kB
  • 5. OpenCV3 Tutorial (OPTIONAL) Live Sketches Identify Shapes & Face Detection/29. Mini Project 2 - Identify Shapes (Square, Rectangle, Circle, Triangle & Stars).vtt 7.4 kB
  • 10. Data Augmentation Build a Cats vs Dogs Classifier/5. Types of Data Augmentation.vtt 7.3 kB
  • 5. OpenCV3 Tutorial (OPTIONAL) Live Sketches Identify Shapes & Face Detection/27. Approximating Contours & Finding Their Convex Hull - Clean Up Messy Contours.vtt 7.3 kB
  • 4. Handwriting Recognition, Simple Object Classification OpenCV Demo/2. Experiment with a Handwriting Classifier.vtt 7.2 kB
  • 5. OpenCV3 Tutorial (OPTIONAL) Live Sketches Identify Shapes & Face Detection/39. HAAR Cascade Classifiers - Learn How Classifiers Work And Why They're Amazing.vtt 7.1 kB
  • 5. OpenCV3 Tutorial (OPTIONAL) Live Sketches Identify Shapes & Face Detection/28. Matching Contour Shapes - Match Shapes In Images Even When Distorted.vtt 7.1 kB
  • 28. BONUS Use Cloud GPUs on PaperSpace/2. Train a AlexNet on PaperSpace.html 7.1 kB
  • 29. BONUS Create a Computer Vision API & Web App Using Flask and AWS/5. Setting Up Your AWS EC2 Instance & Installing Keras, TensorFlow, OpenCV & Flask.html 7.0 kB
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  • 5. OpenCV3 Tutorial (OPTIONAL) Live Sketches Identify Shapes & Face Detection/24. Mini Project 1 - Live Sketch App - Turn your Webcam Feed Into A Pencil Drawing.vtt 6.7 kB
  • 10. Data Augmentation Build a Cats vs Dogs Classifier/4. Boosting Accuracy with Data Augmentation.vtt 6.6 kB
  • 5. OpenCV3 Tutorial (OPTIONAL) Live Sketches Identify Shapes & Face Detection/36. Feature Description Theory - How We Digitally Represent Objects.vtt 6.6 kB
  • 24. Generative Adversarial Networks (GANs) Age Faces to 60+ Age with our Age-cGAN/5. Face Aging GAN.vtt 6.6 kB
  • 22. Object Detection with YOLO & Darkflow Build a London Underground Sign Detector/2. Setting up and install Yolo DarkNet and DarkFlow.vtt 6.6 kB
  • 5. OpenCV3 Tutorial (OPTIONAL) Live Sketches Identify Shapes & Face Detection/22. Edge Detection using Image Gradients & Canny Edge Detection.vtt 6.5 kB
  • 5. OpenCV3 Tutorial (OPTIONAL) Live Sketches Identify Shapes & Face Detection/21. Dilation, Erosion, OpeningClosing - Importance of ThickeningThinning Lines.vtt 6.5 kB
  • 8. Build CNNs in Python using Keras - Handwriting Recognition (MNIST)/8. Training Our Classifier.vtt 6.3 kB
  • 7. Convolutional Neural Networks (CNNs) Explained in Detail/2. Convolutional Neural Networks Introduction.vtt 6.3 kB
  • 5. OpenCV3 Tutorial (OPTIONAL) Live Sketches Identify Shapes & Face Detection/4. Storing Images on Computers.vtt 6.1 kB
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  • 21. TensorFlow Object Detection API/2. TFOD API Install and Setup.vtt 6.0 kB
  • 5. OpenCV3 Tutorial (OPTIONAL) Live Sketches Identify Shapes & Face Detection/13. Scaling, Re-sizing and Interpolations - Understand How Re-Sizing Affects Quality.vtt 5.9 kB
  • 7. Convolutional Neural Networks (CNNs) Explained in Detail/6. Pooling.vtt 5.8 kB
  • 19. Image Segmentation Medical Imaging in U-Net Find Nuclei in Images/4. The Intersection over Union (IoU) Metric.vtt 5.6 kB
  • 5. OpenCV3 Tutorial (OPTIONAL) Live Sketches Identify Shapes & Face Detection/8. Histogram representation of Images - Visualizing the Components of Images.vtt 5.6 kB
  • 13. Batch Normalization Build LeNet, AlexNet Build a FashionClothes Classifier/3. Build AlexNet and test on CIFAR10.vtt 5.5 kB
  • 6. Neural Networks Explained in Detail/12. Review and Best Practices.vtt 5.5 kB
  • 10. Data Augmentation Build a Cats vs Dogs Classifier/3. Train a Cats vs. Dogs Classifier.vtt 5.5 kB
  • 8. Build CNNs in Python using Keras - Handwriting Recognition (MNIST)/5. Getting our data in ‘Shape’.vtt 5.2 kB
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  • 5. OpenCV3 Tutorial (OPTIONAL) Live Sketches Identify Shapes & Face Detection/17. Bitwise Operations - How Image Masking Works.vtt 5.0 kB
  • 5. OpenCV3 Tutorial (OPTIONAL) Live Sketches Identify Shapes & Face Detection/23. Perspective & Affine Transforms - Take An Off Angle Shot & Make It Look Top Down.vtt 5.0 kB
  • 26. The Computer Vision World/5. Building a Deep Learning Machine vs. Cloud GPUs.vtt 5.0 kB
  • 6. Neural Networks Explained in Detail/3. Neural Networks Explained.vtt 4.9 kB
  • 29. BONUS Create a Computer Vision API & Web App Using Flask and AWS/3. Running Your Computer Vision API.html 4.9 kB
  • 8. Build CNNs in Python using Keras - Handwriting Recognition (MNIST)/7. Building & Compiling Our Model.vtt 4.9 kB
  • 29. BONUS Create a Computer Vision API & Web App Using Flask and AWS/7. Using FileZilla to transfer files to your EC2 Instance.html 4.8 kB
  • 27. BONUS Build a Credit Card Number Reader/2. Step 2 - Training Our Model.html 4.8 kB
  • 5. OpenCV3 Tutorial (OPTIONAL) Live Sketches Identify Shapes & Face Detection/9. Creating Images & Drawing on Images - Make Squares, Circles, Polygons & Add Text.vtt 4.8 kB
  • 4. Handwriting Recognition, Simple Object Classification OpenCV Demo/4. OpenCV Demo – Live Sketch with Webcam.vtt 4.8 kB
  • 20. Principles of Object Detection/5. YOLO to YOLOv3.vtt 4.8 kB
  • 7. Convolutional Neural Networks (CNNs) Explained in Detail/9. Designing Your Own CNN.vtt 4.8 kB
  • 24. Generative Adversarial Networks (GANs) Age Faces to 60+ Age with our Age-cGAN/3. Mathematics of GANs.vtt 4.6 kB
  • 5. OpenCV3 Tutorial (OPTIONAL) Live Sketches Identify Shapes & Face Detection/32. Blob Detection - Detect The Center of Flowers.vtt 4.6 kB
  • 5. OpenCV3 Tutorial (OPTIONAL) Live Sketches Identify Shapes & Face Detection/16. Arithmetic Operations - Brightening and Darkening Images.vtt 4.6 kB
  • 19. Image Segmentation Medical Imaging in U-Net Find Nuclei in Images/3. U-Net Image Segmentation with CNNs.vtt 4.5 kB
  • 9. What CNNs'see Learn to do Filter Visualizations Heatmaps and Salience Maps/5. Heat Map Visualizations of Class Activations.vtt 4.5 kB
  • 5. OpenCV3 Tutorial (OPTIONAL) Live Sketches Identify Shapes & Face Detection/34. Object Detection Overview.vtt 4.5 kB
  • 6. Neural Networks Explained in Detail/10. Epochs, Iterations and Batch Sizes.vtt 4.3 kB
  • 5. OpenCV3 Tutorial (OPTIONAL) Live Sketches Identify Shapes & Face Detection/3. How are Images Formed.vtt 4.2 kB
  • 27. BONUS Build a Credit Card Number Reader/4. Step 4 - Use our Model to Identify the Digits & Display it onto our Credit Card.html 4.2 kB
  • 26. The Computer Vision World/2. Alternative Frameworks PyTorch, MXNet, Caffe, Theano & OpenVINO.vtt 4.2 kB
  • 5. OpenCV3 Tutorial (OPTIONAL) Live Sketches Identify Shapes & Face Detection/12. Rotations - How To Spin Your Image Around And Do Horizontal Flipping.vtt 4.1 kB
  • 8. Build CNNs in Python using Keras - Handwriting Recognition (MNIST)/9. Plotting Loss and Accuracy Charts.vtt 4.1 kB
  • 8. Build CNNs in Python using Keras - Handwriting Recognition (MNIST)/10. Saving and Loading Your Model.vtt 4.0 kB
  • 5. OpenCV3 Tutorial (OPTIONAL) Live Sketches Identify Shapes & Face Detection/35. Mini Project # 4 - Finding Waldo (Quickly Find A Specific Pattern In An Image).vtt 3.9 kB
  • 13. Batch Normalization Build LeNet, AlexNet Build a FashionClothes Classifier/2. Build LeNet and test on MNIST.vtt 3.9 kB
  • 8. Build CNNs in Python using Keras - Handwriting Recognition (MNIST)/11. Displaying Your Model Visually.vtt 3.9 kB
  • 13. Batch Normalization Build LeNet, AlexNet Build a FashionClothes Classifier/4. Batch Normalization.vtt 3.8 kB
  • 7. Convolutional Neural Networks (CNNs) Explained in Detail/8. Training CNNs.vtt 3.8 kB
  • 4. Handwriting Recognition, Simple Object Classification OpenCV Demo/3. Experiment with a Image Classifier.vtt 3.8 kB
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  • 5. OpenCV3 Tutorial (OPTIONAL) Live Sketches Identify Shapes & Face Detection/11. Image Translations - Moving Images Up, Down. Left And Right.vtt 3.6 kB
  • 8. Build CNNs in Python using Keras - Handwriting Recognition (MNIST)/6. Hot One Encoding.vtt 3.6 kB
  • 5. OpenCV3 Tutorial (OPTIONAL) Live Sketches Identify Shapes & Face Detection/15. Cropping - Cut Out The Image The Regions You Want or Don't Want.vtt 3.5 kB
  • 17. Advanced Activation Functions and Initializations/3. Advanced Initializations.vtt 3.2 kB
  • 29. BONUS Create a Computer Vision API & Web App Using Flask and AWS/9. Running your CV API on EC2.html 3.2 kB
  • 14. ImageNet in Keras (VGG1619 InceptionV3, ResNet50) Advanced Image Classiers/5. Understanding InceptionV3.vtt 3.2 kB
  • 26. The Computer Vision World/4. Popular Computer Vision Conferences & Finding Datasets.vtt 3.2 kB
  • 5. OpenCV3 Tutorial (OPTIONAL) Live Sketches Identify Shapes & Face Detection/10. Transformations, Affine And Non-Affine - The Many Ways We Can Change Images.vtt 3.1 kB
  • 5. OpenCV3 Tutorial (OPTIONAL) Live Sketches Identify Shapes & Face Detection/2. What are Images.vtt 3.0 kB
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  • 7. Convolutional Neural Networks (CNNs) Explained in Detail/7. The Fully Connected Layer.vtt 2.9 kB
  • 5. OpenCV3 Tutorial (OPTIONAL) Live Sketches Identify Shapes & Face Detection/6. Grayscaling - Converting Color Images To Shades of Gray.vtt 2.6 kB
  • 29. BONUS Create a Computer Vision API & Web App Using Flask and AWS/8. Running your CV Web App on EC2.html 2.5 kB
  • 5. OpenCV3 Tutorial (OPTIONAL) Live Sketches Identify Shapes & Face Detection/14. Image Pyramids - Another Way of Re-Sizing.vtt 2.5 kB
  • 20. Principles of Object Detection/4. Single Shot Detectors (SSDs).vtt 2.5 kB
  • 5. OpenCV3 Tutorial (OPTIONAL) Live Sketches Identify Shapes & Face Detection/19. Sharpening - Reverse Your Images Blurs.vtt 2.4 kB
  • 8. Build CNNs in Python using Keras - Handwriting Recognition (MNIST)/3. Building a Handwriting Recognition CNN.vtt 2.3 kB
  • 7. Convolutional Neural Networks (CNNs) Explained in Detail/5. ReLU.vtt 2.2 kB
  • 14. ImageNet in Keras (VGG1619 InceptionV3, ResNet50) Advanced Image Classiers/3. Understanding VGG16 and VGG19.vtt 2.2 kB
  • 5. OpenCV3 Tutorial (OPTIONAL) Live Sketches Identify Shapes & Face Detection/1. Setup OpenCV.vtt 1.9 kB
  • 6. Neural Networks Explained in Detail/1. Neural Networks Chapter Overview.vtt 1.9 kB
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  • 29. BONUS Create a Computer Vision API & Web App Using Flask and AWS/4. Setting Up An AWS Account.html 1.8 kB
  • 16. Design Your Own CNN - LittleVGG Build a Simpsons Character Classifier/2. Introducing LittleVGG.vtt 1.8 kB
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  • 9. What CNNs'see Learn to do Filter Visualizations Heatmaps and Salience Maps/1. Introduction to Visualizing What CNNs 'see' & Filter Visualizations.vtt 1.3 kB
  • 7. Convolutional Neural Networks (CNNs) Explained in Detail/1. Convolutional Neural Networks Chapter Overview.vtt 1.3 kB
  • 8. Build CNNs in Python using Keras - Handwriting Recognition (MNIST)/1. Building a CNN in Keras.vtt 1.2 kB
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  • 25. Face Recognition with VGGFace/2. Face Matching with VGGFace.html 1.1 kB
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  • 20. Principles of Object Detection/1. Chapter Introduction.vtt 1.0 kB
  • 25. Face Recognition with VGGFace/1. Basic Face Recognition using LittleVGG CNN.html 997 Bytes
  • 26. The Computer Vision World/1. Chapter Introduction.vtt 948 Bytes
  • 12. Types of Optimizers Learning Rates & Callbacks Build a Fruit Classifier/1. Introduction to the types of Optimizers, Learning Rates & Callbacks.vtt 932 Bytes
  • 11. Confusion Matrix Classification Report & Viewing Misclassifications/1. Introduction to the Confusion Matrix & Viewing Misclassifications.vtt 818 Bytes
  • 19. Image Segmentation Medical Imaging in U-Net Find Nuclei in Images/1. Chapter Overview on Image Segmentation & Medical Imaging in U-Net.vtt 804 Bytes
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  • 21. TensorFlow Object Detection API/1. Chapter Introduction.vtt 690 Bytes
  • 22. Object Detection with YOLO & Darkflow Build a London Underground Sign Detector/1. Chapter Introduction.vtt 595 Bytes
  • 17. Advanced Activation Functions and Initializations/1. Chapter Introduction.vtt 584 Bytes
  • 16. Design Your Own CNN - LittleVGG Build a Simpsons Character Classifier/1. Chapter Introduction.vtt 561 Bytes
  • 23. DeepDream Neural Style Transfers Make AI Generated Art/1. Chapter Introduction.vtt 445 Bytes
  • 25. Face Recognition with VGGFace/3. Face Recognition using WebCam & Identifying Friends TV Show Characters in Video.html 441 Bytes
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