add readme

README.md

@@ -11,12 +11,12 @@ The following input parameters were set to determine this relationship:
 Changing the compression ratio is achieved by varying the number of hidden layer neurons.
 
 Compression coefficient | Number of iteration
-                    --- | --- 
-                4,20089 | 40
-                3,15069 | 17
-                2,52056 | 8
-                2,10047 | 6
-                1,80041 | 5
+--- | --- 
+4,20089 | 40
+3,15069 | 17
+2,52056 | 8
+2,10047 | 6
+1,80041 | 5
 
 The dependence of the number of training iterations, for a different size image
 ------------
@@ -29,11 +29,11 @@ The following input parameters were set to determine this relationship:
 Use a single image in different sizes.
 
 Image Size | Number of iterations
-       --- | ---
-   32 x 32 | 3
-   64 x 64 | 10
- 128 x 128 | 15
- 256 x 256 | 17
+--- | ---
+32 x 32 | 3
+64 x 64 | 10
+128 x 128 | 15
+256 x 256 | 17
 
 The dependence of the number of iterations of the error
 -----
@@ -43,17 +43,17 @@ The following input parameters were set to determine this relationship:
  - squares of the same image size 4x4;
  - The number of neurons in the hidden layer - 20;
 
-  Error | Number of iterations
-    --- | ---
+Error | Number of iterations
+--- | ---
 2086,42 | 1
 1739,09 | 2
 1285,45 | 4
 1021,98 | 6
- 857,13 | 8
- 733,34 | 10
- 634,46 | 12
- 556,18 | 14
- 495,15 | 16
+857,13 | 8
+733,34 | 10
+634,46 | 12
+556,18 | 14
+495,15 | 16
 
  The dependence of the number of iterations of step
  -----------
@@ -64,12 +64,12 @@ The following input parameters were set to determine this relationship:
   - The number of neurons in the hidden layer - 32;
   - maximum permissible errors - 500.
 
- Step training | Number of iterations
-           --- | ---
-        0.0001 | 53
-         0.001 | 8
-         0.003 | 3
-         0.005 | 2
-          0.01 | 2
+Step training | Number of iterations
+--- | ---
+0.0001 | 53
+0.001 | 8
+0.003 | 3
+0.005 | 2
+0.01 | 2
 
 ![demo](example.gif)