Image processing with Python Syllabus
- Introduction to Python programming
- Introduction to Computer Vision
- Introduction to Deep Learning
- Handwriting Recognition
- OpenCV3 - Live Sketches, Identify Shapes
- Neural Networks Explained
- Convolutional Neural Networks (CNNs) Explained
- Build CNNs in Python using Keras - Handwriting Recognition (MNIST)
- What CNNs 'see' - Learn to do Filter Visualizations
- Data Augmentation Build a Classifier
- Classification Report & Viewing Misclassifications
- Types of Optimizers,Callbacks Build a Fruit Classifier
- Build LeNet, AlexNet Build a FashionClothes Classifier
- ImageNet in Keras (VGG1619, InceptionV3, ResNet50) - Advanced Image Classiers
- Transfer Learning and Fine Tuning Build a Flower and Monkey Breed Classifier
- Design CNN - LittleVGG Build a Simpsons Character Classifier
- Advanced Activation Functions and Initializations
- Deep Surveillance Build a Facial Emotion, Age & Gender Recognition System
- Image Segmentation & Medical Imaging in U-Net Find Nuclei in Images
- Principles of Object Detection
- TensorFlow Object Detection API
- Object Detection with YOLO & Darkflow Build a London Underground Sign Detector
- DeepDream & Neural Style Transfers Make AI Generated Art
- Generative Adversarial Networks (GANs) Age Faces to 60+ Age with our Age-cGAN
- Face Recognition with VGGFace
- The Computer Vision World
- Build a Credit Card Number Reader And many more Algorithms.
Tools Covered
