Introduction to Machine Learning (RAL PPD Lectures)

Thursday, 11 June 2020 from 08:00 to 18:00 (GB)
at Universe

Description

Lectures given remotely to the RAL Particle Physics Division in May/June 2020. The main page for these lectures can be found on the stfc indico site.



The tutorials use code examples that are downloadable from GitHub.

Go to day

Thursday, 11 June 2020

08:00 - 11:00 Part 1 3h0'

What is Machine Learning?
Data Wrangling
Optimisation
Decision Trees

Speaker:	Dr. A Bevan (Queen Mary)
Material:	Slides

11:00 - 14:00 Part 2 3h0'

Neural Networks
TensorFlow Tutorial

Speaker:	Dr. A Bevan (Queen Mary)
Material:	Slides more information

14:00 - 15:30 Part 3b 1h30'

Support Vector Machines
K Nearest Neighbours
Explainability and Interpretability
Appendices

Speaker:	Dr. A Bevan (Queen Mary)
Material:	Slides

15:30 - 17:00 Part 3b 1h30'

SciKit Learn, Keras and Tensor Flow Tutorial

Speaker:	JMM Davies (Queen Mary)
Material:	Slides more information