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Model: yashm/qwen25-15b-biomed-finetuned
Source: Original Platform

README.md

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+---
+library_name: transformers
+tags:
+- qwen
+- biomedical
+- bioinformatics
+- fine-tuned
+- medical
+- llm
+license: apache-2.0
+base_model:
+- Qwen/Qwen2.5-1.5B
+---
+
+# Qwen2.5-1.5B Biomedical Fine-Tuned Model
+
+This model is a biomedical and bioinformatics fine-tuned version of **Qwen/Qwen2.5-1.5B**, fine-tuned by **Dr. YMG**.
+
+---
+
+## Model Details
+
+### Model Description
+
+This model is a domain-adapted and instruction fine-tuned large language model specialized for biomedical and bioinformatics tasks.
+
+- Developed by: Dr. YMG  
+- Model type: Causal Language Model (LLM)  
+- Language(s): English  
+- License: Apache 2.0  
+- Finetuned from model: Qwen/Qwen2.5-1.5B  
+
+### Model Sources
+
+- Repository: https://huggingface.co/yashm/qwen25-15b-biomed-finetuned  
+- Base Model: https://huggingface.co/Qwen/Qwen2.5-1.5B  
+
+---
+
+## Uses
+
+### Direct Use
+
+- Biomedical concept explanation  
+- Bioinformatics discussions  
+- Research assistance  
+- Literature summarization  
+- Gene expression & biomarker discussion  
+
+### Out-of-Scope Use
+
+- Clinical diagnosis  
+- Medical treatment decisions  
+- Drug prescription  
+- Patient-specific advice  
+
+---
+
+## Example Usage
+
+```python
+from transformers import AutoTokenizer, AutoModelForCausalLM, pipeline
+import torch
+
+MODEL_ID = "yashm/qwen25-15b-biomed-finetuned"
+
+tokenizer = AutoTokenizer.from_pretrained(MODEL_ID, trust_remote_code=True)
+model = AutoModelForCausalLM.from_pretrained(
+    MODEL_ID,
+    device_map="auto",
+    dtype=torch.bfloat16,
+    trust_remote_code=True,
+)
+
+pipe = pipeline("text-generation", model=model, tokenizer=tokenizer)
+
+prompt = "Explain gene expression in simple terms."
+
+out = pipe(prompt, max_new_tokens=200)
+print(out[0]["generated_text"])
+```
+
+---
+
+## Training Details
+
+- Base model: Qwen/Qwen2.5-1.5B  
+- Method: LoRA (PEFT)  
+- Precision: BF16  
+- Quantization: 4-bit QLoRA  
+
+---
+
+## Limitations
+
+- May hallucinate  
+- Not medically validated  
+- Limited to training data  
+
+---
+
+## Disclaimer
+
+For research and educational use only. Not for clinical decision-making.
+
+---
+
+## Author
+
+Fine-tuned by Dr. YMG