PDC4S:\IT\ROBOTICS\Computer Vision Courses\Deep Learning Computer Vision CNN, OpenCV, YOLO, SSD & GANs |
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1. Introduction | | 12/24/2021 11:09 AM |
10. Data Augmentation Cats vs Dogs | | 12/24/2021 11:10 AM |
11. Assessing Model Performance | | 12/24/2021 11:10 AM |
12. Optimizers, Learning Rates & Callbacks with Fruit Classification | | 12/24/2021 11:11 AM |
13. Batch Normalization & LeNet, AlexNet Clothing Classifier | | 12/24/2021 11:11 AM |
14. Advanced Image Classiers - ImageNet in Keras (VGG1619, InceptionV3, ResNet50) | | 12/24/2021 11:11 AM |
15. Transfer Learning Build a Flower & Monkey Breed Classifier | | 12/24/2021 11:12 AM |
16. Design Your Own CNN - LittleVGG A Simpsons Classifier | | 12/24/2021 11:12 AM |
17. Advanced Activation Functions & Initializations | | 12/24/2021 11:12 AM |
18. Facial Applications - Emotion, Age & Gender Recognition | | 12/24/2021 11:12 AM |
19. Medical Imaging - Image Segmentation with U-Net | | 12/24/2021 11:13 AM |
2. Intro to Computer Vision & Deep Learning | | 12/24/2021 11:13 AM |
20. Principles of Object Detection | | 12/24/2021 11:14 AM |
21. TensorFlow Object Detection API | | 12/24/2021 11:14 AM |
22. Object Detection with YOLO & Darkflow Build a London Underground Sign Detector | | 12/24/2021 11:14 AM |
23. DeepDream & Neural Style Transfers Make AI Generated Art | | 12/24/2021 11:15 AM |
24. Generative Adversarial Networks (GANs) Simulate Aging Faces | | 12/24/2021 11:15 AM |
25. Face Recognition with VGGFace | | 12/24/2021 11:16 AM |
26. The Computer Vision World | | 12/24/2021 11:17 AM |
27. BONUS - Build a Credit Card Number Reader | | 12/17/2021 6:06 AM |
28. BONUS - Use Cloud GPUs on PaperSpace | | 12/17/2021 6:06 AM |
29. BONUS - Create a Computer Vision API & Web App Using Flask and AWS | | 12/17/2021 6:07 AM |
3. Installation Guide | | 12/24/2021 11:18 AM |
4. Handwriting Recognition | | 12/24/2021 11:18 AM |
5. OpenCV Tutorial - Learn Classic Computer Vision & Face Detection (OPTIONAL) | | 12/24/2021 11:20 AM |
6. Neural Networks Explained | | 12/24/2021 11:21 AM |
7. Convolutional Neural Networks (CNNs) Explained | | 12/24/2021 11:22 AM |
8. Build CNNs in Python using Keras | | 12/24/2021 11:22 AM |
9. What CNNs 'see' - Filter Visualizations, Heatmaps and Salience Maps | | 12/24/2021 11:23 AM |