EfficientNet From Scratch in Pytorch

Offered By: Aladdin Persson via YouTube

Course Description

Overview

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

Related Courses

Neural Networks for Machine Learning
University of Toronto via Coursera 機器學習技法 (Machine Learning Techniques)
National Taiwan University via Coursera Machine Learning Capstone: An Intelligent Application with Deep Learning
University of Washington via Coursera Прикладные задачи анализа данных
Moscow Institute of Physics and Technology via Coursera Leading Ambitious Teaching and Learning
Microsoft via edX