Week 1 – Practicum: Classification, linear algebra, and visualisation
Channel: Alfredo Canziani
Date: 24/02/2020

Course website: http://bit.ly/DLSP20-web
Playlist: http://bit.ly/pDL-YouTube
Speaker: Alfredo Canziani
Week 1: http://bit.ly/DLSP20-01

0:00:00 – Week 1 – Practicum

PRACTICUM: http://bit.ly/DLSP20-01-3
We discuss the motivation for applying transformations to data points visualized in space. We talk about Linear Algebra and the application of linear and non-linear transformations. We discuss the use of visualization to understand the function and effects of these transformations. We walk through examples in a Jupyter Notebook and conclude with a discussion of functions represented by Neural Networks. 
0:03:53 – Problem Motivation and Linear Algebra
0:13:18 – Data Visualization - Separating Points by Color Using a Network
0:28:13 – Random Projections - Jupyter Notebook