Tutorial 1 & Assignment 1 - clairedavid/ml_in_hep GitHub Wiki

Links

  1. Simple Linear Regression

    1. Warm up with 4 points (h, cost, plot)
    2. Now the data
    3. Define useful functions
  2. Multivariate Linear Regression

Python Solution of Andrew Ng Linear Regression Exercise

Someone did pretty much your Tutorial 2 Claire. It's on this Medium article

  • Matplotlib Training 2022 indico

Should I provide a style-template?

ax.set_axisbelow(True)

Logistic Regression

Code cost function log reg on ml-cheatsheet Regularization in multi-lin-reg: https://machinelearningmedium.com/2017/09/11/regularized-linear-regression/

Regularization

Some code on regularization: https://neptune.ai/blog/fighting-overfitting-with-l1-or-l2-regularization

Assignment 1

Draw a plane: look at p.218 Geron in Dim Red. Perhaps an associated notebook to draw the plane!