Update README.md

README.md

@@ -85,6 +85,20 @@ inference:
   - 4-bit Quantization: Enabled
   - Max Sequence Length: 1024
 
+## Model Architecture
+The model uses a combination of efficient fine-tuning techniques and optimizations for handling conflict event classification:
+
+<p align="center">
+  <img src=".github/images/model-arch.png" alt="Model Training Architecture" width="800"/>
+</p>
+
+### Data Processing Pipeline
+The preprocessing pipeline transforms raw GTD data into a format suitable for fine-tuning:
+
+<p align="center">
+  <img src=".github/images/preprocessing.png" alt="Data Preprocessing Pipeline" width="800"/>
+</p>
+
 ### Memory Optimizations
 - Used 4-bit quantization
 - Gradient accumulation steps: 8