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LLM Guardrails: How I Built a Toxic Content Classifier

In this post I compare two classifiers that I built for toxic content classification: LLM-based classifier and Feed Forward Neural Network classifier. I found surprising results.

October 7, 2024 · 8 min · 1666 words · Dr Julija
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Evolution of RAG-based Systems: Naive RAG, Advanced RAG & Modular RAG

Read about what is RAG and how to set up a Basic RAG Pipeline using Langchain, OpenAI LLM and ChromaDB. Sample code included.

February 15, 2024 · 7 min · 1358 words · Dr Julija
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What is Retrieval-Augmented Generation (RAG)?

Read about what is RAG and how to set up a Basic RAG Pipeline using Langchain, OpenAI LLM and ChromaDB. Sample code included.

January 7, 2024 · 4 min · 741 words · Dr Julija