Update README.md

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README.md

@@ -8,4 +8,33 @@ pipeline_tag: text-generation
 tags:
 - code
 - data science
----
+---
+
+# The Data Science Coder
+
+Data Science coder is a group of fine tuned models designed to help with coding for data science applications. It comes in 2 variants: 1.3b and 6.7b. Models are fine tuned from DeepSeek Coder instruct versions. Fine tuning was performed on the [ed001/ds-coder-instruct-v1](https://huggingface.co/datasets/ed001/ds-coder-instruct-v1) dataset which is constructed by filtering publicly available datasets on HuggingFace.
+
+## Usage
+
+```python
+from transformers import AutoTokenizer, AutoModelForCausalLM, pipeline
+
+def build_instruction_prompt(instruction):
+    return '''
+    You are the Data Science Coder, a helpful AI assistant created by a man named Ed.
+    You help people with data science coding and you answer questions about data science in a helpful manner.
+    ### Instruction:
+    {}
+    ### Response:
+    '''.format(instruction.strip()).lstrip()
+
+tokenizer = AutoTokenizer.from_pretrained("ed001/datascience-coder-1.3b", trust_remote_code=True)
+model = AutoModelForCausalLM.from_pretrained("ed001/datascience-coder-1.3b", trust_remote_code=True).cuda()
+pipe = pipeline(task="text-generation", model=model, tokenizer=tokenizer, max_length=1024, top_p=0.95)
+result = pipe(build_instruction_prompt("Perform EDA on the Iris dataset"))
+print(result[0]['generated_text'])
+
+```
+
+## Contact
+GitHub: [Ea0011](https://github.com/Ea0011)