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: 154
Created: 2022-02-03
License: CC BY-NC-ND
Author(s): Cyrille Rossant
IPython Interactive Computing and Visualization Cookbook

Others python Tutorials

Classic Computer Science Problems in Python

Making Games with Python & Pygame

Python and Coding Theory

Practices of the Python Pro

A Byte of Python

Others related eBooks about IPython Interactive Computing and Visualization Cookbook

Python 3 Tutorial for beginner

Download Python PDF Tutorial for free, it consisting of 20 chapters and 74 pages covering all the most important Python concepts. This tutorial is intended for beginner programmers, and we recommend you to go through all the chapters, to get the most out of it as possible....

Learning Java

Download free course Learning Java, pdf file on 1225 pages by Stack Overflow Community....

Python re(gex)?

Scripting and automation tasks often need to extract particular portions of text from inpu..., download free Python tutorial in PDF (71 pages) created by ....

OpenCOBOL Guide for programmers

This PDF tutorial describes the syntax and usage of the COBOL programming language as implemented by the current version of OpenCOBOL ,it's a free training document under 259 pages designated to intermediate users level....

Java Succinctly Part 2

Download free course Java Succinctly Part 2, pdf file on 134 pages by Christopher Rose....

I Love Ruby

Ruby is an easy to learn programming language, it was invented by a guy named Matz in Japa..., download free Ruby tutorial in PDF (314 pages) created by Karthikeyan A K ....

Architect Modern Web Applications with ASP.NET Core and Azure

Download free course Architect Modern Web Applications with ASP.NET Core and Azure, pdf file on 113 pages by by Steve Smith....

Practical C++ programming

This tutorial is devoted to practical C++ programming. It teaches you the mechanics of the language, free training document under 549 designated to all level users....

Assembly language tutorial in PDF

Download free Assembly language tutorial course in PDF, training file in 6 chapters and 29 pages. Free unaffiliated ebook created from Stack OverFlow contributor....

Programming for Computations - Python

Download free course Programming for Computations - Python, pdf file on 350 pages by Svein Linge, Hans Petter Langtangen....