This tutorial’s code is available on Github and its full implementation as well on Google Colab.

Table of Contents

1. Introduction
2. Network Architecture
3. Convolution
4. Convolutional Layers
5. Pooling Layers/Subsampling layers
6. Stride
7. Fully Connected Layer
8. Non-Linear Layers
9. Python Implementation of Convolutional Neural Networks (CNNs)
10. Hyperparameters for CNNs
11. Regularization Methods in CNNs
12. Conclusion
13. Resources
14. References

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