Update README.md

README.md

@@ -19,7 +19,7 @@ This model is fine-tuned using the Mistral-7B architecture with LoRA to enhance
 - **Model type:** Language Model (Causal LM)
 - **Finetuned from model:** Mistral-7B
 
-### Model Sources [optional]
+### Model Sources 
 
 - **Repository:** [Hugging Face Model Repository](https://huggingface.co/Hend-10/MistralActia)
 
@@ -30,7 +30,7 @@ This model is fine-tuned using the Mistral-7B architecture with LoRA to enhance
 This model can be used directly for generating code snippets, examples, and explanations in C programming. It is useful for developers, educators, and researchers who need assistance with C code generation.
 
 
-### Downstream Use [optional]
+### Downstream Use 
 
 The model can be integrated into applications and tools that assist with coding tasks, such as IDE plugins, coding assistants, and educational platforms for programming.
 
@@ -143,11 +143,11 @@ The model demonstrates strong performance in generating coherent and contextuall
 The model performs well on a range of C programming tasks, though further fine-tuning and evaluation on more diverse datasets could enhance its robustness and applicability.
 
 
-## Model Examination [optional]
+## Model Examination 
 
 The model's interpretability is an ongoing area of research. Examination of model outputs includes analyzing the consistency and relevance of generated code snippets relative to the provided prompts.
 ## Environmental Impact
-## Technical Specifications [optional]
+## Technical Specifications 
 
 ### Model Architecture and Objective
 
@@ -168,7 +168,7 @@ The model was trained using high-performance computing infrastructure provided b
 - **Libraries:** Datasets, Accelerate, PEFT, TRL
 
 
-## Citation [optional]
+## Citation 
 **BibTeX:**
 
 ```bibtex