Pandas for Everyone

Pandas for Everyone  (English, Paperback, Chen Daniel Y.)

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    Highlights
    • Language: English
    • Binding: Paperback
    • Publisher: Pearson Education India
    • Genre: Computers
    • ISBN: 9789361592225, 9361592225
    • Edition: 2, 2024
    • Pages: 512
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  • Description
    Today, analysts must manage data characterized by extraordinary variety, velocity, and volume. Using the open source Pandas library, you can use Python to rapidly automate and perform virtually any data analysis task, no matter how large or complex. Pandas can help you ensure the veracity of your data, visualize it for effective decision-making, and reliably reproduce analyses across multiple data sets. Pandas for Everyone, 2nd Edition, brings together practical knowledge and insight for solving real problems with Pandas, even if you’re new to Python data analysis. Daniel Y. Chen introduces key concepts through simple but practical examples, incrementally building on them to solve more difficult, real-world data science problems such as using regularization to prevent data overfitting, or when to use unsupervised machine learning methods to find the underlying structure in a data set.
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    Specifications
    University Books Details
    Degree/Diploma
    • Degree
    Additional Features
    Age Group
    • 14 - 60 Year
    Key Features
    • 1. Extended coverage of plotting and the seaborn data visualization library 2. Expanded examples and resources 3. Updated Python 3.9 code and packages coverage, including statsmodels and scikit-learn libraries
    Dimensions
    Height
    • 235 mm
    Length
    • 172 mm
    Weight
    • 614 gr
    Book Details
    Title
    • Pandas for Everyone
    Imprint
    • Pearson Education India
    Publication Year
    • 2024 August
    Table of Contents
    • Part I: Introduction – 1. Pandas DataFrame Basics 2. Pandas Data Structures Basics 3. Plotting Basics 4. Tidy Data 5. Apply Functions Part II: Data Processing – 6. Data Assembly 7. Data Normalization 8. Groupby Operations: Split-Apply-Combine Part III: Data Types – 9. Missing Data 10. Data Types 11. Strings and Text Data 12. Dates and Times Part IV: Data Modeling – 13. Linear Regression (Continuous Outcome Variable) 14. Generalized Linear Models 15. Survival Analysis 16. Model Diagnostics 17. Regularization 18. Clustering Part V. Conclusion – 19. Life Outside of Pandas 20. It's Dangerous to Go Alone! Appendices
    Number of Pages
    • 512
    Net Quantity
    • 1
    Product Form
    • Paperback
    Publisher
    • Pearson Education India
    Source ISBN
    • 9789361592225
    Genre
    • Computers
    ISBN13
    • 9789361592225
    Book Category
    • Higher Education and Professional Books
    BISAC Subject Heading
    • COM000000
    Number of Volumes
    • Single
    Book Subcategory
    • Computing and Information Technology Books
    Edition
    • 2
    ISBN of Books In Set
    • 9789361592225
    ISBN10
    • 9361592225
    Language
    • English
    Has E-book Sample
    • Yes
    Contributors
    Author Info
    • Daniel Y. Chen Daniel Y. Chen, PhD, MPH, completed his PhD at Virginia Tech in Genetics, Bioinformatics, and Computational Biology (GBCB). His dissertation was on data science education in the medical and biomedical sciences. He completed a Master’s of Public Health in Epidemiology at Columbia University Mailman School of Public Health, where he studied how attitudes toward behaviors diffuse and spread in social networks. In a past life, he studied psychology and neuroscience at the Macaulay Honors College at CUNY Hunter College and worked in a bench laboratory doing microscopy work looking at proteins in the brain associated with learning and memory.
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