Publisher's Synopsis
"The Art of Data Science: Expert Advice for Real Life" is a complete book that will help you find your way in the constantly changing world of data. It is full of cutting-edge ideas and useful advice. Anna, a well-known name in the field, wrote this book, which seamlessly combines theoretical foundations with real-world applications. It's a guide for both newcomers and seasoned workers in the field.
Learn about important ideas like data, information, and knowledge. Find out how data helps people make decisions. Get good at different types of data and how they are organized. Learn the ins and outs of cleaning and preprocessing data, gaining an understanding of statistical ideas for sound analysis, and laying the groundwork for good data exploration.
The book takes a close look at machine learning and explains what supervised and unsupervised learning are, how to choose and build features, and how to evaluate and validate models. Learn how to choose the right techniques and find the important tools for effective data visualization. Find out how data visualization can change your life.
The book talks about how to gather and use data in a way that is fair, private, and safe, with ethics at the center. Case studies with powerful graphics and ethical problems in data science will give you a full picture of the ethical issues that come up in the field.
"The Art of Data Science" gives you the tools to use data to its fullest potential in a world that is changing quickly, whether you are interested in data science, work with it, or make decisions about it. You can use this book to help you learn the art and science of data. It gives you useful tips and examples that are in line with the latest trends in this constantly changing field.
