I fine-tuned a text-to-speech model to sound like Finland's former president using his 1975 New Year's speech and a MacBook M4. Spoiler: it mostly worked, but Finnish pronunciation needs GPU love.
A comprehensive breakdown of LLM training costs, covering GPU infrastructure requirements, cost analysis for 20B and 120B parameter models, deployment considerations, and practical optimization strategies to reduce expenses while maintaining performance.