With Image Recognition with Machine Learning you will get a 40% discount on yearly plans and a 20% monthly discount oneducative.io. It is one of the popular courses from educative.io
In this course you’ll learn how to process data from image files and create convolutional neural networks (CNNs) to classify different types of images
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Here is what you will Learn from Image Recognition with Machine Learning
1. What you’ll learn from this course
- Overview
2. Image Processing
- Introduction
- Image Files
- Image Types
- Resizing
- Dataset
- Iterator
- Execution
- PIL Library
3. CNN
- Introduction
- Initialization
- Reshaping
- Convolution
- Max Pooling
- Multiple Layers
- Fully-Connected
- Dropout
- Logits
- Classification
- Quiz
4. SqueezeNet
- Introduction
- Initialization
- Augmentation
- Fire Module
- Stacking Fire
- Model Layers
- Adding Fire
- Depth
- Logits
- Sparse Labels
- Quiz
5. ResNet
- Introduction
- ImageNet
- Initialization
- Padding
- Pre-activation
- Shortcut
- ResNet Block
- Bottleneck
- Block Layer
- Model Layers
- Full Model Architecture
- Course Conclusion