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Learn to implement EfficientNet from scratch using PyTorch in this comprehensive tutorial video. Explore key concepts including architecture configuration, CNNBlock, SqueezeExcitation, and InvertedResidualBlock with stochastic depth. Follow along as the instructor guides you through the implementation structure, culminating in a complete EfficientNet model. Conclude with a practical demonstration of running a small test case to validate your implementation.
Syllabus
- Introduction
- Imports
- Architecture config
- Implementation Structure
- CNNBlock
- SqueezeExcitation
- InvertedResidualBlock w. Stocasthic depth
- EfficientNet
- Running a small test case
- Ending
Taught by
Aladdin Persson