Resolved issue

README.md

@@ -14,11 +14,11 @@ tags:
 - medical
 ---
 
-# qure: Small Medical AI Model
+# quro1: Small Medical AI Model
 
 ## Overview
 
-qure is a compact, open-source medical AI model designed to empower healthcare professionals and researchers with advanced natural language and vision-based medical insights. Built on the robust Meta-Llama/Llama-3.2-11B-Vision-Instruct architecture, qure combines language understanding and image analysis to assist in transforming medical data into actionable insights.
+quro1 is a compact, open-source medical AI model designed to empower healthcare professionals and researchers with advanced natural language and vision-based medical insights. Built on the robust Meta-Llama/Llama-3.2-11B-Vision-Instruct architecture, quro1 combines language understanding and image analysis to assist in transforming medical data into actionable insights.
 
 While the model is open-source to foster innovation, a proprietary version with enhanced clinical applications is under active development.
 
@@ -34,13 +34,13 @@ While the model is open-source to foster innovation, a proprietary version with
 3. **Research Enablement**: Provide insights for researchers working on medical datasets.
 
 ## Installation
-To use qure, ensure you have Python 3.8+ and the necessary dependencies installed.
+To use quro1, ensure you have Python 3.8+ and the necessary dependencies installed.
 
 ### Step 1: Clone the Repository
 
 ```bash     
-git clone https://github.com/yourusername/qure.git
-cd qure
+git clone https://github.com/yourusername/quro1.git
+cd quro1
 ```
 
 ### Step 2: Install Dependencies
@@ -54,7 +54,7 @@ pip install -r requirements.txt
 ```python
 from transformers import AutoModelForCausalLM, AutoTokenizer
 
-model_name = "yourusername/qure"
+model_name = "yourusername/quro1"
 
 tokenizer = AutoTokenizer.from_pretrained(model_name)
 model = AutoModelForCausalLM.from_pretrained(model_name)
@@ -63,12 +63,12 @@ model = AutoModelForCausalLM.from_pretrained(model_name)
 - **Training Time**: 15 hours for fine-tuning on a medical dataset of 50,000 samples (depending on the hardware used).
 - **Inference Latency**: ~300ms per sample on a single A100 GPU for text analysis, and ~500ms for image analysis.
 
-These evaluation results show that qure excels in multiple domains of healthcare AI, offering both high accuracy in medical text understanding and strong performance in image analysis tasks.
+These evaluation results show that quro1 excels in multiple domains of healthcare AI, offering both high accuracy in medical text understanding and strong performance in image analysis tasks.
 
 ## Model Card
 
 ### License
-qure is licensed under the MIT License, encouraging widespread use and adaptation.
+quro1 is licensed under the MIT License, encouraging widespread use and adaptation.
 
 ### Base Model
 - **Architecture**: Meta-Llama/Llama-3.2-11B-Vision-Instruct
@@ -80,17 +80,17 @@ qure is licensed under the MIT License, encouraging widespread use and adaptatio
 - Healthcare
 
 ### Roadmap
-While qure remains an open-source initiative, we are actively developing a proprietary version. This closed-source version will include:
+While quro1 remains an open-source initiative, we are actively developing a proprietary version. This closed-source version will include:
 - Real-time patient monitoring capabilities.
 - Enhanced diagnostic accuracy with custom-trained datasets.
 - Proprietary algorithms for predictive analytics.
 Stay tuned for updates!
 
 ### Contribution
-We welcome contributions from the community to make qure better. Feel free to fork the repository and submit pull requests. For feature suggestions, please create an issue in the repository.
+We welcome contributions from the community to make quro1 better. Feel free to fork the repository and submit pull requests. For feature suggestions, please create an issue in the repository.
 
 ### Disclaimer
-qure is a tool designed to assist healthcare professionals and researchers. It is not a replacement for professional medical advice, diagnosis, or treatment. Always consult a qualified healthcare provider for medical concerns.
+quro1 is a tool designed to assist healthcare professionals and researchers. It is not a replacement for professional medical advice, diagnosis, or treatment. Always consult a qualified healthcare provider for medical concerns.
 
 ### Acknowledgements
 This project is made possible thanks to: