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
✔ 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
Audriana Daly
Discover the poignant story of a family navigating life's ups and downs in this moving novel. The author's empathetic writing and well-drawn characters create a deeply emotional experience. Each chapter explores themes of love, loss, and resilience with sensitivity. The plot's twists and turns keep you engaged throughout. It's a heartwarming and thought-provoking read. Perfect for readers who enjoy stories about family dynamics.
Lola Frye
Experience the inspiring journey of an individual overcoming incredible odds in this powerful memoir. The author's candid and heartfelt writing brings their story to life. Each chapter reveals the resilience and strength of the human spirit. The narrative is both informative and deeply moving, offering valuable life lessons. It's a story that motivates and inspires, making it a must-read. Perfect for those seeking inspiration and personal growth.
Courtney May
Explore the impact of technology on society in this thought-provoking novel. The author's insightful writing and compelling characters create a narrative that challenges your perceptions. Each chapter delves into the complexities of modern life with depth and nuance. The plot's twists and turns keep you engaged throughout. It's a story that prompts deep reflection on the role of technology in our lives. Perfect for readers interested in contemporary issues.
