Whether you are kicking off your first ML project or wrangling your tenth LLM fine-tune, this guide walks you through the end-to-end journey from raw data to a dependable, shipped model. You'll learn the why behind each step, the common pitfalls to avoid, and practical techniques to keep quality high and costs under control.