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README.md

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-# Friendly Fincancial Bot
+**#Friendly Fincancial Bot**
 
-This is the Inference module of a 3-part **prod-ready** FTI feature-training-inference **RAG-framework LLMOps** course. \
+This is the **Inference component** of a 3-part **prod-ready** FTI feature-training-inference **RAG-framework LLMOps** course. \
 In this iteration, I've **replaced Falcon 7B Instruct** with the **currently-SoTa (Jan'24) Mistral-7B-Instruct-v0.2**, \
 fine-tuned using **Unsloth** on financial questions and answers generated with the help of GPT-4, quantized \
 and augmented with a 4bit QLoRa. \