Update README.md

README.md

@@ -8,3 +8,30 @@ pinned: false
 ---
 
 Edit this `README.md` markdown file to author your organization card.
+
+```mermaid
+graph TD;
+    A[Start Input Batch - N Images] -->|Augment Twice| B[Two Views - 2N Images]
+    B -->|Pass through Online Encoder| C[Online Network - f_theta]
+    B -->|Pass through Target Encoder| D[Target Network - f_xi]
+
+    C -->|Extract Representation| E[Online Representation - y_theta]
+    D -->|Extract Representation| F[Target Representation - y_xi]
+    
+    E -->|Project| G[Online Projection - z_theta]
+    F -->|Project| H[Target Projection - z_xi]
+
+    G -->|Predict| I[Prediction Head - q_theta]
+    
+    I -->|Compute Loss| J[Loss Calculation - Mean Squared Error]
+    H -->|Stop Gradient| J
+    
+    J -->|Backpropagation| K[Update Online Network - f_theta]
+    K -->|Momentum Update| L[Update Target Network - f_xi, Slow Update]
+    
+    L -->|Repeat for Next Batch| A
+    
+    K -->|Trained Encoder Used for Downstream Tasks| M[Linear Classifier or Fine Tuning]
+```
+
+