Leverage the numerical and mathematical modules in Python and its standard library as well as popular open source numerical Python packages like NumPy, SciPy, FiPy, matplotlib and more. This fully revised edition, updated with the latest details of each package and changes to Jupyter projects, demonstrates how to numerically compute solutions and mathematically model applications in big data, cloud computing, financial engineering, business management and more. Numerical Python, Second Edition, presents many brand-new case study examples of applications in data science and statistics using Python, along with extensions to many previous examples. Each of these demonstrates the power of Python for rapid development and exploratory computing due to its simple and high-level syntax and multiple options for data analysis. After reading this book, readers will be familiar with many computing techniques including array-based and symbolic computing, visualization and numerical file I/O, equation solving, optimization, interpolation and integration, and domain-specific computational problems, such as differential equation solving, data analysis, statistical modeling and machine learning.What You'll LearnWork with vectors and matrices using NumPyPlot and visualize data with MatplotlibPerform data analysis tasks with Pandas and SciPyReview statistical modeling and machine learning with statsmodels and scikit-learnOptimize Python code using Numba and CythonWho This Book Is ForDevelopers who want to understand how to use Python and its related ecosystem for numerical computing.
✔ Author(s): Robert Johansson
✔ Title: Numerical Python: Scientific Computing and Data Science Applications with Numpy, SciPy and Matplotlib
✔ Rating : 4.4 out of 5 base on (137 reviews)
✔ ISBN-10: 1484242459
✔ ISBN-13: 9781484242452
✔ Language: English
✔ Format ebook: PDF, EPUB, Kindle, Audio, HTML and MOBI
✔ Device compatibles: Android, iOS, PC and Amazon Kindle
Readers' opinions about Numerical Python by Robert Johansson
Beata Shepard
The world-building in this book was simply phenomenal. I was transported to a different realm and felt like I was part of the characters' journey. The attention to detail made it all so immersive.
Virginia Savage
This book has reignited my passion for reading. It reminded me of the sheer joy that can be found in losing oneself in the pages of a good story. I can't wait to explore more books now.
Josephine Alvarez
The way the author handled complex emotions and relationships was remarkable. I felt deeply connected to the characters, and their growth throughout the story was both inspiring and moving.
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