دانلود کتاب علوم داده مولد و کارآمد با پایتون

Data science and machine learning can be practiced with various degrees of efficiency and productivity. This book focuses specifically on Python-based tools and techniques to help data scientists, beginners and seasoned professionals alike, become highly productive at all aspects of typical data science tasks. This book is specifically intended for those who wish to leapfrog beyond the standard way of performing data science and machine learning tasks, and utilize the full spectrum of the Python data science ecosystem for a much higher level of productivity. You will be taught how to look out for inefficiencies and bottlenecks in the standard process and how to think beyond the box. Automation of repetitive data science tasks is a key mindset that you will develop from reading this book. In many cases, you will also learn how to extend existing coding practices to handle larger datasets, with high efficiency, with the help of advanced software tools that already exist in the Python ecosystem but are not taught in any standard data science book.