Update README.md

README.md

@@ -248,17 +248,17 @@ python Inference_llama.cpp.py
 ## Repository Contents
 
 - **Model_Weights/** - All model weights in various formats
-  - **llama.cpp/** - LLaMA.cpp compatible weights with various quantization options available
-  - **safetensors/** - SafeTensors format models
-  - **LoRA_adapter/** - LoRA adapter weights
-- **Scripts/** - Ready-to-use inference scripts
-  - **Inference_llama.cpp.py** - For LLaMA.cpp deployment
-  - **Inference_safetensors.py** - For SafeTensors deployment
+  - `llama.cpp/` - LLaMA.cpp compatible weights with various quantization options available
+  - `safetensors/` - SafeTensors format models
+  - `LoRA_adapter/` - LoRA adapter weights
+- **Scripts/** - <u>Ready-to-use inference scripts</u>
+  - `Inference_llama.cpp.py` - For LLaMA.cpp deployment
+  - `Inference_safetensors.py` - For SafeTensors deployment
 - **Data/** - Training data
-  - **Dataset.jsonl** - Complete JSONL training dataset
+  - `Dataset.jsonl` - Complete JSONL training dataset
 - **Training/** - Training documentation and logs
-  - **Training_Logs.txt** - Complete terminal logs from the training process
-  - **Training_Documentation.txt** - Detailed training specifications and parameters
+  - `Training_Logs.txt` - Complete terminal logs from the training process
+  - `Training_Documentation.txt` - Detailed training specifications and parameters
 
 ## Attribution
 MaterialsAnalyst-AI-7B was developed by *Raymond Lee*. If you use this model in your work, please include a reference to this repository. As of **August 15th, 2025**, this model has been downloaded **412** times. Thank you for your interest and support!