馃憢 Welcome to DrJulija’s Notebook

Hey, this is Julija. I’m engineer turned founder.

  • 馃 This notebook is for things I learn about Artificial Intelligence
  • 馃帗 I have a PhD in Machine Learning & NLP from UCL
  • 馃洜 I lead AI, Engineering and Product teams at MiniMe AI and Networky.co
  • Get in touch with me 馃拰
Hello

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 路 8 min 路 1666 words 路 Dr Julija
Hello

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 路 7 min 路 1358 words 路 Dr Julija
Hello

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 路 4 min 路 741 words 路 Dr Julija