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

18. Deep Surveillance Build a Facial Emotion, Age & Gender Recognition System/3.2 age-gender-estimation.tar.gz

25. Face Recognition with VGGFace/2.2 vgg_face_weights.h5.tar.gz

12. Types of Optimizers, Learning Rates & Callbacks Build a Fruit Classifier/4.2 fruits-360.tar.gz

18. Deep Surveillance Build a Facial Emotion, Age & Gender Recognition System/3. Build EmotionAgeGender Recognition in our Deep Surveillance Monitor.mp4

18. Deep Surveillance Build a Facial Emotion, Age & Gender Recognition System/2. Build an Emotion, Facial Expression Detector.mp4

19. Image Segmentation & Medical Imaging in U-Net Find Nuclei in Images/5. Finding the Nuclei in Divergent Images.mp4

22. Object Detection with YOLO & Darkflow Build a London Underground Sign Detector/4. Build your own YOLO Object Detector - Detecting London Underground Signs.mp4

20. Principles of Object Detection/3. R-CNN, Fast R-CNN, Faster R-CNN and Mask R-CNN.mp4

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

23. DeepDream & Neural Style Transfers Make AI Generated Art/3. Neural Style Transfer.mp4

25. Face Recognition with VGGFace/1.2 25. Face Recognition All Notebooks.tar.gz

6. Neural Networks Explained in Detail/9. Regularization, Overfitting, Generalization and Test Datasets.mp4

5. OpenCV3 Tutorial (OPTIONAL) - Live Sketches, Identify Shapes & Face Detection/7. Understanding Color Spaces - The Many Ways Color Images Are Stored Digitally.mp4

5. OpenCV3 Tutorial (OPTIONAL) - Live Sketches, Identify Shapes & Face Detection/26. Sorting Contours - Sort Those Shapes By Size.mp4

22. Object Detection with YOLO & Darkflow Build a London Underground Sign Detector/3. Experiment with YOLO on still images, webcam and videos.mp4

10. Data Augmentation Build a Cats vs Dogs Classifier/2. Splitting Data into Test and Training Datasets.mp4

7. Convolutional Neural Networks (CNNs) Explained in Detail/3. Convolutions & Image Features.mp4

6. Neural Networks Explained in Detail/8. Backpropagation & Learning Rates – A Worked Example.mp4

16. Design Your Own CNN - LittleVGG Build a Simpsons Character Classifier/3. Simpsons Character Recognition using LittleVGG.mp4

24. Generative Adversarial Networks (GANs) Age Faces to 60+ Age with our Age-cGAN/4. Implementing GANs in Keras.mp4

11. Confusion Matrix, Classification Report & Viewing Misclassifications/2. Understanding the Confusion Matrix.mp4

12. Types of Optimizers, Learning Rates & Callbacks Build a Fruit Classifier/4. Build a Fruit Classifier.mp4

1. Introduction/1. Course Introduction.mp4

9. What CNNs 'see' - Learn to do Filter Visualizations, Heatmaps and Salience Maps/4. Filter Visualizations.mp4

5. OpenCV3 Tutorial (OPTIONAL) - Live Sketches, Identify Shapes & Face Detection/40. Face and Eye Detection - Detect Human Faces and Eyes In Any Image.mp4

24. Generative Adversarial Networks (GANs) Age Faces to 60+ Age with our Age-cGAN/2. Introduction To GANs.mp4

23. DeepDream & Neural Style Transfers Make AI Generated Art/2. DeepDream – How AI Generated Art All Started.mp4

21. TensorFlow Object Detection API/3. Experiment with a ResNet SSD on images, webcam and videos.mp4

14. ImageNet in Keras (VGG1619, InceptionV3, ResNet50) - Advanced Image Classiers/2. ImageNet - Experimenting with pre-trained Models in Keras (VGG16, ResNet50, Mobi.mp4

15. Transfer Learning and Fine Tuning Build a Flower and Monkey Breed Classifier/4. Build a Flower Classifier with VGG16 using Transfer Learning.mp4

5. OpenCV3 Tutorial (OPTIONAL) - Live Sketches, Identify Shapes & Face Detection/38. Histogram of Oriented Gradients - Another Novel Way Of Representing Images.mp4

9. What CNNs 'see' - Learn to do Filter Visualizations, Heatmaps and Salience Maps/3. Saliency Maps & Class Activation Maps.mp4

5. OpenCV3 Tutorial (OPTIONAL) - Live Sketches, Identify Shapes & Face Detection/25. Segmentation and Contours - Extract Defined Shapes In Your Image.mp4

3. Setup Your FREE Deep Learning Development Virtual Machine/1. Setting up your Deep Learning Virtual Machine (Download Code, VM & Slides here!).mp4

5. OpenCV3 Tutorial (OPTIONAL) - Live Sketches, Identify Shapes & Face Detection/5. Getting Started with OpenCV - A Brief OpenCV Intro.mp4

8. Build CNNs in Python using Keras - Handwriting Recognition (MNIST)/12. Building a Simple Image Classifier using CIFAR10.mp4

21. TensorFlow Object Detection API/4. How to Train a TFOD Model.mp4

8. Build CNNs in Python using Keras - Handwriting Recognition (MNIST)/2. Introduction to Keras & Tensorflow.mp4

6. Neural Networks Explained in Detail/7. Training Part 2 – Backpropagation and Gradient Descent.mp4

5. OpenCV3 Tutorial (OPTIONAL) - Live Sketches, Identify Shapes & Face Detection/18. Blurring - The Many Ways We Can Blur Images & Why It's Important.mp4

4. Handwriting Recognition, Simple Object Classification OpenCV Demo/2. Experiment with a Handwriting Classifier.mp4

12. Types of Optimizers, Learning Rates & Callbacks Build a Fruit Classifier/2. Types Optimizers and Adaptive Learning Rate Methods.mp4

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

5. OpenCV3 Tutorial (OPTIONAL) - Live Sketches, Identify Shapes & Face Detection/20. Thresholding (Binarization) - Making Certain Images Areas Black or White.mp4

9. What CNNs 'see' - Learn to do Filter Visualizations, Heatmaps and Salience Maps/2. Saliency Maps & Class Activation Maps.mp4

6. Neural Networks Explained in Detail/4. Forward Propagation.mp4

2. Introduction to Computer Vision & Deep Learning/2. What is Computer Vision and What Makes it Hard.mp4

6. Neural Networks Explained in Detail/5. Activation Functions.mp4

2. Introduction to Computer Vision & Deep Learning/3. What are Images.mp4

6. Neural Networks Explained in Detail/6. Training Part 1 – Loss Functions.mp4