Getting Started with Convolutional Neural Networks
Learn the fundamental concepts of CNN and some hands-on examples
15 Tutorials
4 Exercises
Intermediate Level
100% Online
Self-paced
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About this course
Contributors & Instructors
What you will learn?
Course Content
1. Introduction
3
1
Understanding CNNs
Main Layer Components
Why Several Layers and Filters
Quiz
2. Convolution Operations
6
1
What is a Convolution Operation
Types of Kernels
Key Aspects of Convolution Layers
Operations in Convolution Layers
Key Aspects of Pooling and Dropout Layers
Demo of CNN Operations
Quiz
3. A Brief Introduction to Transfer Learning
1
1
Transfer Learning
Quiz
4. Hands-on with CNN
3
1
The VGG-19 CNN
Building a CNN Classifier
Applications of CNN
Quiz
5. Resources
2
Session Slides
Session Notebooks
