Machine Learning

• the repository is originally here, which is private repository.
• this page is for the description of my machine learning project.

1. plot norm

• did not used pytorch, only mathmatics and numpy so that I can learn the basic mathmatics of what pytorch does.
• full documents

2. plot the (forward) first derivative of the solution of the heat equation with 1000 iterations

• did not used pytorch, only mathmatics and numpy so that I can learn the basic mathmatics of what pytorch does.
• full documents

3. plot the input data in blue and the polynomial approximations with varying degrees in red (p = 1, 2, 4, 8, 16, 32)

• did not used pytorch, only mathmatics and numpy so that I can learn the basic mathmatics of what pytorch does.
• full documents

4. plot the loss surface in 3-dimension surface where x-axis represents , y-axis represents and z-axis represents

• did not used pytorch, only mathmatics and numpy so that I can learn the basic mathmatics of what pytorch does.
• full documents

5. plot the optimal regression surface in 3-dimensional space with a given set of data points superimposed

• did not used pytorch, only mathmatics and numpy so that I can learn the basic mathmatics of what pytorch does.
• full documents

6. plot the classifier with the given data points superimposed

• did not used pytorch, only mathmatics and numpy so that I can learn the basic mathmatics of what pytorch does.
• full documents

7. plot the classifier with the given data points superimposed

• did not used pytorch, only mathmatics and numpy so that I can learn the basic mathmatics of what pytorch does.
• full documents

8. classifier with many properties

• did not used pytorch, only mathmatics and numpy so that I can learn the basic mathmatics of what pytorch does.
• full documents

9. clustring

• did not used pytorch, only mathmatics and numpy so that I can learn the basic mathmatics of what pytorch does.
• full documents

10. PCA with eignVector

• did not used pytorch, only mathmatics and numpy so that I can learn the basic mathmatics of what pytorch does.
• full documents

11. 0/1 binary classification

• did not used pytorch, only mathmatics and numpy so that I can learn the basic mathmatics of what pytorch does.
• full documents

12. Image Recovery through CNN AutoEncoder PyTorch Data Augmentation

• full documents