Tagged "prompting" | alecor.net

2026-06-10

Fine-tuning vs Prompting vs RAG: LoRA and QLoRA Cheatsheet

A practical cheatsheet for choosing between prompting, retrieval and fine-tuning, and for doing parameter-efficient fine-tuning well when you need it: how LoRA and QLoRA work, the hyperparameters...

Cheatsheets · cheatsheets AI LLMs fine-tuning LoRA QLoRA PEFT RAG prompting GenAI English
2025-01-29

Reasoning Models Cheatsheet: o1, DeepSeek-R1 and When to Use Them

A practical cheatsheet on reasoning models such as OpenAI o1 and DeepSeek-R1: what test-time compute and RL on chains of thought mean, when to use them instead of a chat model, how prompting...

Cheatsheets · cheatsheets AI LLMs reasoning models o1 DeepSeek-R1 prompting test-time compute GenAI English