Theory

This post provides a brief overview of the ideas behind LoRA and its quantized counterpart QLoRA, which enable efficient fine-tuning of LLMs

A short introduction to the architecture behind transformers how they can be utilized in NLP tasks.

A short introduction to gaussian processes and how one can employ them for regression tasks.