03186cam a2200493M 4500 9781003438397 FlBoTFG 20251030122248.0 m o d cr |n||||||||| 240725s2024 xx o 0|| 0 eng d OCoLC-P eng OCoLC-P 9781040106662 (electronic bk.) 1040106668 (electronic bk.) 9781003438397 (electronic bk.) 1003438393 (electronic bk.) 9781040106709 (electronic bk. : EPUB) 1040106706 (electronic bk. : EPUB) 103257223X 9781032572239 1032572191 9781032572192 10.1201/9781003438397 doi (OCoLC)1449625100 (OCoLC-P)1449625100 QA276.45.R3 MAT 029000 bisacsh UFM bicssc DATA SCIENCE [electronic resource] : a first introduction with python. [S.l.] : CHAPMAN & HALL CRC, 2024. 1 online resource Data Science: A First Introduction with Python focuses on using the Python programming language in Jupyter notebooks to perform data manipulation and cleaning, create effective visualizations, and extract insights from data using classification, regression, clustering, and inference. It emphasizes workflows that are clear, reproducible, and shareable, and includes coverage of the basics of version control. Based on educational research and active learning principles, the book uses a modern approach to Python and includes accompanying autograded Jupyter worksheets for interactive, self-directed learning. The text will leave readers well-prepared for data science projects. It is designed for learners from all disciplines with minimal prior knowledge of mathematics and programming. The authors have honed the material through years of experience teaching thousands of undergraduates at the University of British Columbia. Key Features: Includes autograded worksheets for interactive, self-directed learning. Introduces readers to modern data analysis and workflow tools such as Jupyter notebooks and GitHub, and covers cutting-edge data analysis and manipulation Python libraries such as pandas, scikit-learn, and altair. Is designed for a broad audience of learners from all backgrounds and disciplines. OCLC-licensed vendor bibliographic record. Mathematical statistics Data processing Textbooks. 94631 R (Computer program language) Textbooks. 94632 Quantitative research Data processing Textbooks. 94633 MATHEMATICS / Probability & Statistics / General bisacsh 63965 Timbers, Tiffany-Anne. https://id.oclc.org/worldcat/entity/E39PCjxwyxPqDyFwMVDkD7hj4q 94634 Taylor & Francis https://www.taylorfrancis.com/books/9781003438397 OCLC metadata license agreement http://www.oclc.org/content/dam/oclc/forms/terms/vbrl-201703.pdf E-Books 67847 67847