This notebook provides a comprehensive analysis of cloud GPU providers for LLM training, fine-tuning, and inference. It includes detailed comparisons of GPU availability, pricing, and suitability for various use cases, supported by tables, charts, and deep dives into technical aspects like networking and container support. The notebook concludes with recommendations tailored to different user segments, offering insights for solo builders, startups, enterprises, and research labs.