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Higher Level Programming 2023

IN3110/4110: Higher Level Programming

About the course, intro to git

IN3110/IN4110: Problem solving with higher level languages
The git version control system
Scripting vs regular programming

Refresher on Python syntax and tools

Python refresher
A glimpse into classes
Type annotations
IPython and The Jupyter notebook
Advanced topics in Python programming
Structuring Python code: Modules and Packages
Python exercises

Numerical Python

Numerical computations with NumPy
Finding bottlenecks in your Python program
NumPy Exercises

Mixed programming (Python + C)

Mixed programming with Python
Cython
Numba
Profiling and Optimising

Regular expressions

Text processing with regular expressions

Web programming

The Web, how does it work?!
HyperText Markup Language
Scraping the web with BeautifulSoup

Data analysis with pandas

Pandas - Data Analysis with Python
What is pandas good for?
Public data APIs
Rain in Bergen

Visualisation

Data visualisation in Python
Visualising with matplotlib
Brief tour of Altair
Visualizing corona case data with altair

Command-line tools

Bash programming and Linux command-line tools
Bash Programming Interactive lecture

HTTP and web servers

Introduction to web servers
HTML Forms
The Monty Hall game

From script to production

Environments
Sphinx API documentation
From script to project

Index

By Hans Petter Langtangen, Joakim Sundnes, Ola Skavhaug, Jonathan Feinberg, Karl-Erik Holter, Vidar Tonaas Fauske, Benjamin Ragan-Kelley, Lisa Pankewitz, Sebastian Mitusch, Simon Funke, Ingeborg Gjerde, Vegard Vinje, Miroslav Kuchta and Jørgen S. Dokken