Data Science from Scratch: First Principles with Python 2nd Edition ISBN: 978-1492041139

Master the fundamentals of data science with this comprehensive guide to building algorithms and systems from the ground up. Written for Python developers and aspiring data scientists, this second edition walks you through essential concepts including statistics, probability, linear algebra, and machine learning—without relying on specialized libraries. Learn by doing as you implement core techniques yourself, gaining deep understanding of how data science actually works. Perfect for professionals seeking to strengthen their foundation or transition into data-driven roles. Ideal for corporate training programs, technical teams, and institutions building data literacy.