CMPS 322B Fundamentals of Data Science
The course will introduce the field of data science in a practical and accessible manner, using a hands-on approach that assumes no prior knowledge of the subject. The course will teach students to think critically about data in all forms and develop their quantitative skills, including data visualization, statistical data analysis, modern data collection, and the use of data for predictions and modeling of real-world problems. The course provides students with the knowledge of foundational ideas and techniques of data science independently from technology, allowing students to quickly develop a firm understanding of the subject without a strong technical background. The course covers both the fundamentals of data science and the use of analytical tools to implement examples of real-life applications, including practice ranging from small to big data. This entry-level textbook is ideal for readers from various disciplines wishing to build a practical, working knowledge of data science.