makiisthebes commited on
Commit
35d4777
1 Parent(s): d2ad383

Update README.md

Browse files

Explanation of model.

Files changed (1) hide show
  1. README.md +39 -0
README.md CHANGED
@@ -1,3 +1,42 @@
1
  ---
2
  license: mit
3
  ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
  ---
2
  license: mit
3
  ---
4
+
5
+ # LeNet5
6
+
7
+ <!-- Provide a quick summary of what the model is/does. -->
8
+ Architecture is given, learning based on Deep Learning module.
9
+ Best accuracy found is `99.06%` based on these methods and architecture given.
10
+
11
+ ## Model Details
12
+
13
+ ![image/png](https://cdn-uploads.huggingface.co/production/uploads/6319030647a84df2a5dd106c/1ea8h0ejxJBJE5R3Sib9B.png)
14
+
15
+
16
+ ### Model Description
17
+
18
+ <!-- Provide a longer summary of what this model is. -->
19
+ Experimented with LeNet5 implemented in PyTorch, using dataloader from dataset files,
20
+ Main experiments include:
21
+
22
+ - Normalising dataset with mean and std of training dataset.
23
+ - Applying data augmentations of 35 degrees rotation and affine.
24
+ - Xavier Initialisation of Parameters.
25
+ - Increasing and Descreasing Angles
26
+ - Appling inverse Laplacian filter to enhance image.
27
+ - Not sure if model is overfitting thus need graph per training.
28
+
29
+
30
+ - **Developed by:** Michael Peres
31
+ - **Model type:** LeNet5
32
+ - **Language(s) (NLP):** English
33
+ - **License:** MIT
34
+ - **Finetuned from model:** LeNet5
35
+
36
+
37
+ ## Uses
38
+
39
+ <!-- Address questions around how the model is intended to be used, including the foreseeable users of the model and those affected by the model. -->
40
+
41
+ - **Hardware Type:** RTX 3070Ti
42
+ - **Hours used:** 0.35h