文件名称：Python for Probability Statistics and Machine Learning
文件大小：6.85MB
文件格式：PDF
更新时间：2021-12-04 18:02:18
Python 机器学习
This book will teach you the fundamental concepts that underpin probability and statistics and illustrates how they relate to machine learning via the Python language and its powerful extensions. This is not a good first book in any of these topics because we assume that you already had a decent undergraduate-level introduction to probability and statistics. Furthermore, we also assume that you have a good grasp of the basic mechanics of the Python language itself. Having said that, this book is appropriate if you have this basic background and want to learn how to use the scientific Python toolchain to investigate these topics. On the other hand, if you are comfortable with Python, perhaps through working in another scientific field, then this book will teach you the fundamentals of probability and statistics and how to use these ideas to interpret machine learning methods. Likewise, if you are a practicing engineer using a commercial package (e.g., Matlab, IDL), then you will learn how to effectively use the scientific Python toolchain by reviewing concepts with which you are already familiar.