Update README.md

README.md

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 ![image/jpeg](https://cdn-uploads.huggingface.co/production/uploads/6488b81bc6b1f2b4c8d93d4e/kn93E3r_bwBeOzWcEo7gL.jpeg)
 
+Ninja Masker 2
 
 # Model Card: Ninja-Masker-2-PII-Redaction
 
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 **Model Name:** Ninja-Masker-2-PII-Redaction  
 **Model Type:** Language Model for PII Redaction  
 **License:** Apache 2.0  
-**Model Creator:** King Harry (Roy)  
+**Model Creator:** [Harry Roy McLaughlin](https://www.linkedin.com/in/harryroy/)
+
 **Model Repository:** [Hugging Face Hub - Ninja-Masker-2-PII-Redaction](https://huggingface.co/King-Harry/Ninja-Masker-2-PII-Redaction)  
 
 ### Model Description
 
-Ninja-Masker-2-PII-Redaction is a fine-tuned language model designed to identify and redact Personally Identifiable Information (PII) from text data. The model is based on the Meta-Llama-3.1-8B architecture and has been fine-tuned on a dataset of over 30,000 input-output pairs to perform accurate PII masking using a set of predefined tags.
+Ninja-Masker-2-PII-Redaction is an updated fine-tuned language model designed to identify and redact Personally Identifiable Information (PII) from text data. The model is based on the Meta-Llama-3.1-8B architecture and has been fine-tuned on a dataset of over 30,000 input-output pairs to perform accurate PII masking using a set of predefined tags. It is nice and small and thus fairly cost efficient, yet powerful.
 
 ### Preprocessing