PH6232: Machine Learning and its physics applications
Course Website: https://alaha999.github.io/
Course Modules: https://alaha999.github.io/modules/
We need python
,numpy
,matplotlib
,tensorflow
,keras
, and scikit-learn
for this course.
- How to install scikit-learn: install scikit-learn
- How to install tensorflow: install_tf_documentation, pypi_pip, how-to-install-python-tensorflow-in-windows
- How to install Keras: install keras
NB: Please make sure you have these libraries working in your system. If not, make sure you come to wednesday's tutorial session and we will help you with the installation! But this comes with a free joke,
- Date: Feb 3, 2023
- basic python, matplotlib, numpy and pandas dataframe
- Lectures on neural network (overview and math)
- Date: Feb 10, 2023
- Build a regression deep neural network in the context of Projectile Motion
- Lectures on regression DNN and week 2 materials