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Scientific Computing with Python
Introduction
Python
Installing Anaconda Python
Installing and Using Jupyter Notebooks
Using Python
Basics
Bits, Bytes, and Numbers
Basic Containers and Packages
Functions
Object-Oriented Programming
Modules and Packages
Decorators
Iterators and Generators
Matlotlib & PyPlot
Miscellaneous
Analysis of Algorithms
Asymptotic Notation
Recursion
Convergence of Algorithms
Average Case Analysis
Linear Algebra
Memory and Performance
Dense Linear Algebra in NumPy and SciPy
BLAS and LAPACK
Functions
Root Finding
Computing
Basic Bash
Measuring Performance in Python
Vectorization, Numpy Universal Functions
Repository
Open issue
Index