Material for the GERMS lab machine learning group. These are intended as a hands-on introduction to machine learning for those with minimal Python experience. The lessons are balanced between theory- and applications-centered lessons.
- 3/27/2019 - Getting started
- 4/4/2019 - A small case study
- 4/10/2019 - Neural Nets I
- 4/17/2019 - Doing Stuff
- 4/24/2019 - Groundwater Revisited
- 5/1/2019 - Getting started with Keras
- 5/15/2019 - (Very) Basic sentiment analysis and hyperparameter optimization with Keras
You can create a copy of the virtual environment used at these study group meetings by doing the following with Conda.
- Clone the repo:
git clone https://github.com/pommevilla/germs.ml.git
- Move to the newly cloned directory:
cd germs.ml
- Create the environment from the
yml
file:conda env create -f src/germsml.yml
- Check that the installation works:
conda activate germsml
- You should see
(germsml)
next to your command line prompt. You should be all set! Deactivate the environment withconda deactivate
.
Send any feedback, questions, or suggestions to pev at iastate dot edu.