Update README.md

README.md

@@ -12,7 +12,7 @@ license: mit
 
 # Friendly Fincancial Bot
 
-This is the Inference module of a 3-part FTI feature-training-inference **RAG-framework LLMOps** course. \
+This is the Inference module of a 3-part **production-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. \
@@ -23,7 +23,5 @@ most relevant news article to provide answers with real-time finance information
 \
 **#TODO:** Add citations to output to show end-user which article has been used to generate the output.
 
-I have contributed to the original MIT licensed (ka-ching!) course which can be found here: \
-
-## The LLMs kit: Build a production-ready real-time financial advisor system using streaming pipelines, RAG, and LLMOps
-https://medium.com/decoding-ml/the-llms-kit-build-a-production-ready-real-time-financial-advisor-system-using-streaming-ffdcb2b50714
+I have contributed to the original MIT licensed (ka-ching!) course which can be found here:\
+[https://medium.com/decoding-ml/the-llms-kit-build-a-production-ready-real-time-financial-advisor-system-using-streaming-ffdcb2b50714]