SISSA Python
Lectures for the "Scientific Programming and Algorithms"
Lectures for the "Scientific Programming and Algorithms"
Data Science Excellence Department Initiative at SISSA.
Data Science Excellence Department Initiative at SISSA.
Lecturer:
Giulio Caravagna (UniTS). gcaravagna@units.it
Calendar:
Monday 18/1. 9-12.
Wednesday 20/1. 9-12.
Friday 22/1. 14-17.
Where:
Zoom links will be sent before the lecture.
Material (Python notebooks)
Lecture 1 - Python refresher (video)
Exercise 1 (Bootstrap statistics; solution)
Exercise 2 (Inheritance; solution)
Lecture 2 - NumPy refresher; KMeans (video)
Exercise 1 (NumPy; solution)
Exercise 2 (KMeans; solution without parallel or with parallel implementation)
Lecture 3 - SSA, Binomial mixtures and DBSCAN (video)
Exercise 1 (Hypothesis testing; solution)
Exercise 2 (Mixture model; solution)