IPython Interactive Computing and Visualization Cookbook

Harness IPython for powerful scientific computing and Python data visualization with this collection of more than 100 practical data science recipes

von Cyrille Rossant

512 Seiten, Taschenbuch

Kurzbeschreibung des Verlags

Harness IPython for powerful scientific computing and Python data visualization with this collection of more than 100 practical data science recipesKey FeaturesLeverage the new features of the IPython notebook for interactive web-based big data analysis and visualizationBecome an expert in high-performance computing and visualization for data analysis and scientific modelingA comprehensive coverage of scientific computing through many hands-on, example-driven recipes with detailed, step-by-step explanationsBook DescriptionIPython is at the heart of the Python scientific stack. With its widely acclaimed web-based notebook, IPython is today an ideal gateway to data analysis and numerical computing in Python.IPython Interactive Computing and Visualization Cookbook contains many ready-to-use focused recipes for high-performance scientific computing and data analysis. The first part covers programming techniques, including code quality and reproducibility; code optimization; high-performance computing through dynamic 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.What you will learnCode better by writing high-quality, readable, and well-tested programs; profiling and optimizing your code, and conducting reproducible interactive computing experimentsMaster all of the new features of the IPython notebook, including the interactive HTML/JavaScript widgetsAnalyze data with Bayesian and frequentist statistics (Pandas, PyMC, and R), and learn from data with machine learning (scikit-learn)Gain valuable insights into signals, images, and sounds with SciPy, scikit-image, and OpenCVLearn how to write blazingly fast Python programs with NumPy, PyTables, ctypes, Numba, Cython, OpenMP, GPU programming (CUDA and OpenCL), parallel IPython, MPI, and many moreWho this book is forThis book is for web developers who want to build the next generation of state-of-the-art mobile and desktop web applications with Angular. This book does not require you to have prior exposure to either Angular 1.x, 2 or 4, although comprehensive knowledge of JavaScript is assumed.

• Themen: Informatik und Informationstechnologie Grafische und digitale Media-Anwendungen
• ISBN: 9781783284818
• Sprache: Englisch
• Erscheinungsdatum: 21.09.2014
• Größe: 235 x 191 mm
• Verlag: Packt Publishing