IPython Interactive Computing and Visualization Cookbook



Download free course IPython Interactive Computing and Visualization Cookbook, pdf file on 548 pages by Cyrille Rossant.
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, 2nd 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 2nd part tackles data science, statistics, machine learning, signal and image processing, dynamical systems, and pure and applied mathematics.

Table of contents

  • A Tour of Interactive Computing with Jupyter and IPython
  • Best practices in Interactive Computing
  • Mastering the Jupyter Notebook
  • Profiling and Optimization
  • High-Performance Computing
  • Data Visualization
  • Statistical Data Analysis
  • Machine Learning
  • Numerical Optimization
  • Signal Processing
  • Image and Audio Processing
  • Deterministic Dynamical Systems
  • Stochastic Dynamical Systems
  • Graphs, Geometry, and Geographic Information Systems
  • Symbolic and Numerical Mathematics
Pages : 548
Size :
File type : PDF
Downloads: 201
Created: 2022-02-03
License: CC BY-NC-ND
Author(s): Cyrille Rossant
IPython Interactive Computing and Visualization Cookbook

Warning: Trying to access array offset on false in /home/tutovnfz/public_html/article.php on line 233

Others python Tutorials

Python for Informatics: Exploring Information

Essential Python

Python for Everybody: Exploring Data in Python 3

Practices of the Python Pro

Think Python - How to Think Like a Computer Scientist

Others related eBooks about IPython Interactive Computing and Visualization Cookbook

Xamarin.IOS tutorial in PDF

Download free Xamarin.IOS tutorial course in PDF, training file in 23 chapters and 95 pages. Free unaffiliated ebook created from Stack OverFlow contributor....

Invent Your Own Computer Games with Python

Download free course Invent Your Own Computer Games with Python, pdf file on 367 pages by Al Sweigart....

Excel VBA Notes for Professionals

Download free course Excel VBA Notes for Professionals, pdf file on 127 pages by Stack Overflow Community....

Ruby Kung Fu (RubyFu) Tutorial

Looking for a comprehensive guide to hacking using the Ruby programming language? Look no further than RubyFu, a free 281-page PDF download by RuFu....

You Don't Know JS Yet: Get Started

Download free course You Don't Know JS Yet: Get Started, pdf file on 143 pages by Kyle Simpson....

Algorithmic Graph Theory

This is an introductory book on algorithmic graph theory. Theory and algorithms are illustrated using the Sage open source mathematics software. To get an overview of the book, you can view the table of contents as shown below or download the complete book. This book is more commonly known as the ...

JavaScript If Else free PDF

Download free course JavaScript If Else free PDF, pdf file on 4 pages by tutorialkart.com....

Modern C PDF book

This book teaches you to take your C programming skills to new heights, whether you're just starting out with C or have more extensive experience. Organized by level, this comprehensive guide lets you jump in where it suits you best while still reaping the maximum benefits....

Think Python, 2nd Edition

If you want to learn how to program, working with Python is an excellent way to start. Thi..., download free Python tutorial in PDF (292 pages) created by ....

Introduction to JPA

Download free Introduction to JPA for Beginners, course tutorial, a PDF file created by Bruce Campbell....