Introduction to Convolutional Neural Networks
Lessons
1. Problems with Traditional Neural Networks
60 min100 pts
2. Breaking down an image
60 min100 pts
3. Convolutional Neural Networks Quiz 1
4. Convolutional Neural Networks Part 1: Filters
60 min100 pts
5. Convolutional Neural Networks Quiz 2
6. Convolutional Neural Networks Part 2: Padding and Results
60 min100 pts
7. Convolutional Neural Networks Quiz 3
Introduction to Convolutional Neural Networks
Approximate Duration: 4 Hours
Difficulty: Difficult
Author: William Zhong
Convolutional Neural Networks (CNNs) are widely used in image recognition tasks and more recently even in time series or natural language processing tasks. That then begs the question, how do they work? This course will decipher the inner workings of CNNs (specifically for image recognition tasks). It is recommended to first complete the Fundamentals of Machine Learning course prior to this.