IPython Interactive Computing and Visualization Cookbook -

Cyrille Rossant

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Sprache: Englisch

Verlag: Packt Publishing Limited, 2023

1785888633 / 9781785888632

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AbeBooks-Verkäufer/-in seit 23. März 2026

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Artikelbeschreibung vom Verkäufer

Learn to use IPython and Jupyter Notebook for your data analysis and visualization work. About This Book ? Leverage the Jupyter Notebook for interactive data science and visualization ? Become an expert in high-performance computing and visualization for data analysis and scientific modeling ? A comprehensive coverage of scientific computing through many hands-on, example-driven recipes with detailed, step-by-step explanations Who This Book Is For This book is intended for anyone interested in numerical computing and data science: students, researchers, teachers, engineers, analysts, and hobbyists. A basic knowledge of Python/NumPy is recommended. Some skills in mathematics will help you understand the theory behind the computational methods. What You Will Learn ? Master all features of the Jupyter Notebook ? Code better: write high-quality, readable, and well-tested programs; profile and optimize your code; and conduct reproducible interactive computing experiments ? Visualize data and create interactive plots in the Jupyter Notebook ? Write blazingly fast Python programs with NumPy, ctypes, Numba, Cython, OpenMP, GPU programming (CUDA), parallel IPython, Dask, and more ? Analyze data with Bayesian or frequentist statistics (Pandas, PyMC, and R), and learn from actual data through machine learning (scikit-learn) ? Gain valuable insights into signals, images, and sounds with SciPy, scikit-image, and OpenCV ? Simulate deterministic and stochastic dynamical systems in Python ? Familiarize yourself with math in Python using SymPy and Sage: algebra, analysis, logic, graphs, geometry, and probability theory In Detail Python is one of the leading open source platforms for data science and numerical computing. IPython and the associated Jupyter Notebook offer efficient interfaces to Python for data analysis and interactive visualization, and they constitute an ideal gateway to the platform. IPython Interactive Computing and Visualization Cookbook, Second Edition contains many ready-to-use, focused recipes for high-performance scientific computing and data analysis, from the latest IPython/Jupyter features to the most advanced tricks, to help you write better and faster code. You will apply these state-of-the-art methods to various real-world examples, illustrating topics in applied mathematics, scientific modeling, and machine learning. The first part of the book covers programming techniques: code quality and reproducibility, code optimization, high-performance computing through just-in-time compilation, parallel computing, and graphics card programming. The second part tackles data science, statistics, machine learning, signal and image processing, dynamical systems, and pure and applied mathematics. Style and approach IPython Interactive Computing and Visualization Cookbook, Second Edition is a practical, hands-on book that will teach you how to analyze and visualize all kinds of data in the Jupyter Notebook.

Bestandsnummer des Verkäufers CIN1785888633VG

Titel
IPython Interactive Computing and Visualization Cookbook -
Autor
Cyrille Rossant
Verlag
Packt Publishing Limited
Veröffentlichungsjahr
2023
Zustand
Very Good
Einband
Softcover
Sprache
Englisch
ISBN-10
1785888633
ISBN-13
9781785888632
Ausgabe
2. Auflage

World of Books Inc

Montgomery, IL, USA

Verkäufer/-in mit 4 Sternen

AbeBooks-Verkäufer/-in seit 23. März 2026

Versandkosten innerhalb von USA

Artikel4 bis 12 Werktage3 bis 6 Werktage
Erster ArtikelEUR 0,00EUR 9,54
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