Machine Learning 2021

Welcome

The course schedule can be found here

Meet your faculty here

Pre-Workshop Materials

Pre-work including programs to install can be found here.


Class Photo

comming soon

Day 1


Welcome

Francis

Modules

David Wishart

Module 1: Introduction to Machine Learning

Module1-PDF

Module 2 Lecture & Lab: Decision Trees

Module2-PDF

Module 3 Lecture: Neural Networks

Module3-PDF

Module 4 Lab: Neural Networks for secondary structure

Module 4-PDF

Labs

Python Code

All the python code used in the workshop can be found here

R Code

Alternatively, all the R code used in the workshop can be found here

Data

You can find the data used in each module in each respective folder in both the Python and R code folders, but you can also find all the data used in the workhop here


Day 2

Welcome

Francis

Modules

David Wishart

Module 5 Lecture: Hidden Markov Models

Module 5-PDF

Module 6 Lab: Gene Finding with NNs and HMMs

Module 6-PDF

Module 7 Lecture: Machine Learning with Keras & Scikit-Learn

Module 7-PDF

Module 8 Lab: Machine Learning with Keras & Scikit-Learn

Module 8-PDF


Everything

You can find all slides, code and data here ***