IPython Interactive Computing and Visualization Cookbook
| By: | Cyrille Rossant |
| Publisher: | Packt Publishing |
| Print ISBN: | 9781783284818 |
| eText ISBN: | 9781783284825 |
| Edition: | 1 |
| Copyright: | 2014 |
| Format: | Reflowable |
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Table of Contents
Book Description
Intended to anyone interested in numerical computing and data science: students, researchers, teachers, engineers, analysts, hobbyists... Basic knowledge of Python/NumPy is recommended. Some skills in mathematics will help you understand the theory behind the computational methods.What you will learn
- Code better by writing highquality, readable, and welltested programs; profiling and optimizing your code, and conducting reproducible interactive computing experiments
- Master all of the new features of the IPython notebook, including the interactive HTML/JavaScript widgets
- Analyze data with Bayesian and frequentist statistics (Pandas, PyMC, and R), and learn from data with machine learning (scikitlearn)
- Gain valuable insights into signals, images, and sounds with SciPy, scikitimage, and OpenCV
- Learn how to write blazingly fast Python programs with NumPy, PyTables, ctypes, Numba, Cython, OpenMP, GPU programming (CUDA and OpenCL), parallel IPython, MPI, and many more