With softmax regression, we can train models for multi-category classification. The training loop is very similar to that in linear regression: retrieve and read data, define models and loss functions, then train models using optimization algorithms. As you’ll soon find out, most common deep learning models have similar training procedures.

1. Implementation of Softmax Regression from Scratch
Eng Teong Cheah

2. Contents
Implementation of Softmax Regression from Scratch

3. Implementation of Softmax
Regression from Scratch

4. Implementation of Softmax Regression from Scratch

5. Implementation of Softmax Regression from Scratch

6. Initialize Model Parameters

7. Initialize Model Parameters

8. The Softmax

9. The Softmax

10. The Softmax

11. The Model

12. The Loss Function

13. The Loss Function

14. Classification Accuracy

15. Classification Accuracy

16. Classification Accuracy

17. Model Training

18. Prediction

19. Thank You!
Does anyone have any questions?
Twitter: @walkercet
Blog: https://ceteongvanness.wordpress.com

20. Resources
Dive into Deep Learning