Covers: theory of Activation Function
Estimated time needed to finish: 9 minutes
Questions this item addresses:
- Why do we need an activation function?
- Which Activation Function Should I Use?
- Which are the most common activation functions?
- How to program the most common activation functions in Python?
How to use this item?
Watch the video to understand better the concept
Fail to play? Open the link directly: https://www.youtube.com/watch?v=-7scQpJT7uo
Author(s) / creator(s) / reference(s)
Siraj Raval
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Activation Function
Contributors
- Objectives
- Understand the concept of an active function
- Potential Use Cases
- Mathematical foundations for Deep Learning
- Who is This For ?
- BEGINNERDeep Learning practitioners new to Mathematical foundations
Click on each of the following annotated items to see details.
VIDEO 1. Activation Functions
- What is an activation function?
- Which activation function could work better?
- What are the most common activation functions?
- Which activation function should I use for the output layer?
- When to use the most common activation functions?
11 minutes
VIDEO 2. Which Activation Function Should I Use?
- Why do we need an activation function?
- Which Activation Function Should I Use?
- Which are the most common activation functions?
- How to program the most common activation functions in Python?
9 minutes
ARTICLE 3. Activation Functions in Neural Networks
- What is an activation function?
- Why we use activation functions in Neural Networks?
- Which types of activation functions exist?
- What are the most common activation functions?
10 minutes
Concepts Covered
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