Learning Ipython for Interactive Computing and Data Visualization - Second Edition
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Get started with Python for data analysis and numerical computing in the Jupyter notebook
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- Get started with Python for data analysis and numerical computing in the Jupyter notebookAbout This BookLearn the basics of Python in the Jupyter NotebookAnalyze and visualize data with pandas, NumPy, matplotlib, and seabornPerform highly-efficient numerical computations with Numba, Cython, and ipyparallelWho This Book Is ForThis book targets students, teachers, researchers, engineers, analysts, journalists, hobbyists, and all data enthusiasts who are interested in analyzing and visualizing real-world datasets. If you are new to programming and data analysis, this book is exactly for you. If you're already familiar with another language or analysis software, you will also appreciate this introduction to the Python data analysis platform. Finally, there are more technical topics for advanced readers. No prior experience is required; this book contains everything you need to know.Table of ContentsWhat You Will LearnInstall Anaconda and code in Python in the Jupyter NotebookLoad and explore datasets interactivelyPerform complex data manipulations effectively with pandasCreate engaging data visualizations with matplotlib and seabornSimulate mathematical models with NumPyVisualize and process images interactively in the Jupyter Notebook with scikit-imageAccelerate your code with Numba, Cython, and IPython.parallelExtend the Notebook interface with HTML, JavaScript, and D3In DetailPython is a user-friendly and powerful programming language. IPython offers a convenient interface to the language and its analysis libraries, while the Jupyter Notebook is a rich environment well-adapted to data science and visualization. Together, these open source tools are widely used by beginners and experts around the world, and in a huge variety of fields and endeavors.This book is a beginner-friendly guide to the Python data analysis platform. After an introduction to the Python language, IPython, and the Jupyter Notebook, you will learn how to analyze and visualize data on real-world examples, how to create graphical user interfaces for image processing in the Notebook, and how to perform fast numerical computations for scientific simulations with NumPy, Numba, Cython, and ipyparallel. By the end of this book, you will be able to perform in-depth analyses of all sorts of data.
| Publisher | Packt Publishing |
| Publication date | October 1, 2015 |
| Edition | 2nd |
| Language | English |
| Print length | 175 pages |
| ISBN-10 | 1783986980 |
| ISBN-13 | 978-1783986989 |
| Item Weight | 12.8 ounces (362.88 grams) |
| Dimensions | 7.5 x 0.46 x 9.25 inches (19.1 x 1.2 x 23.5 cm) |
Who Should Buy?
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Data Analysts
Ideal for data analysts seeking practical skills in data visualization and interactive computing with Python.
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Beginners
Great for programming novices wanting to learn Python and data analysis using Jupyter Notebook effectively.
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Educators
Useful for teachers wishing to incorporate interactive computing and data visualization in their curriculum using IPython.
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Advanced Users
May not suit experienced programmers who already possess advanced skills in Python and data visualization.
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特色和優勢
- students, teachers, researchers, engineers, analysts, journalists, hobbyists, data enthusiasts
- Python basics in Jupyter Notebook
- Data analysis and visualization with pandas, NumPy, matplotlib, seaborn
- Numerical computations with Numba, Cython, ipyparallel
- Newcomers to programming and data analysis, those familiar with other languages or analysis software, advanced readers with technical topics
- No prior experience necessary, book covers all essential knowledge
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