Part 2: Research Software Engineering
Modern Scientific Computing with Julia
About
Preface
Part 1: Programming in Julia
1
Basics of the Julia Language
2
Julia’s Type System
3
Methods & Multiple Dispatch
4
Working with Arrays
5
Design Patterns
Part 2: Research Software Engineering
6
Package Development
7
Git and GitHub
8
Software Sustainability
9
Test Driven Development
10
Performance & Introspection
Part 3: Useful Libraries and Solutions to Common Problems
11
Working with Data
12
Differentiable Programming
13
Linear and Nonlinear Equations
14
Differential Equations
15
Machine Learning
Part 4: Parallel and GPU Programming
16
Parallel Programming Paradigms
17
Parallel Arrays
18
GPU Programming
19
Hybrid Parallel Programming
20
Case Studies
Summary
References
Part 2: Research Software Engineering
5
Design Patterns
6
Package Development