From 1a8c3b5e7672ad16445da16f2a36e64650d11584 Mon Sep 17 00:00:00 2001
From: Jim Pivarski <jpivarski@gmail.com>
Date: Tue, 19 Nov 2024 19:49:26 -0600
Subject: [PATCH] added stubs for the upcoming sections

---
 deep-learning-intro-for-hep/exercise-5.md     | 16 ++++++++++++
 deep-learning-intro-for-hep/exercise-6.md     | 16 ++++++++++++
 .../goodness-of-fit.md                        | 16 ++++++++++++
 .../hyperparameters.md                        | 16 ++++++++++++
 deep-learning-intro-for-hep/main-project.md   | 16 ++++++++++++
 deep-learning-intro-for-hep/partitioning.md   | 16 ++++++++++++
 deep-learning-intro-for-hep/regularization.md | 25 +++++++++++++++++++
 7 files changed, 121 insertions(+)
 create mode 100644 deep-learning-intro-for-hep/exercise-5.md
 create mode 100644 deep-learning-intro-for-hep/exercise-6.md
 create mode 100644 deep-learning-intro-for-hep/goodness-of-fit.md
 create mode 100644 deep-learning-intro-for-hep/hyperparameters.md
 create mode 100644 deep-learning-intro-for-hep/main-project.md
 create mode 100644 deep-learning-intro-for-hep/partitioning.md
 create mode 100644 deep-learning-intro-for-hep/regularization.md

diff --git a/deep-learning-intro-for-hep/exercise-5.md b/deep-learning-intro-for-hep/exercise-5.md
new file mode 100644
index 0000000..de1c486
--- /dev/null
+++ b/deep-learning-intro-for-hep/exercise-5.md
@@ -0,0 +1,16 @@
+---
+jupytext:
+  cell_metadata_filter: -all
+  formats: md:myst
+  text_representation:
+    extension: .md
+    format_name: myst
+    format_version: 0.13
+    jupytext_version: 1.16.4
+kernelspec:
+  display_name: Python 3 (ipykernel)
+  language: python
+  name: python3
+---
+
+# Exercise 5: L1 and L2 regularization
diff --git a/deep-learning-intro-for-hep/exercise-6.md b/deep-learning-intro-for-hep/exercise-6.md
new file mode 100644
index 0000000..78e167b
--- /dev/null
+++ b/deep-learning-intro-for-hep/exercise-6.md
@@ -0,0 +1,16 @@
+---
+jupytext:
+  cell_metadata_filter: -all
+  formats: md:myst
+  text_representation:
+    extension: .md
+    format_name: myst
+    format_version: 0.13
+    jupytext_version: 1.16.4
+kernelspec:
+  display_name: Python 3 (ipykernel)
+  language: python
+  name: python3
+---
+
+# Exercise 6: Dropout regularization
diff --git a/deep-learning-intro-for-hep/goodness-of-fit.md b/deep-learning-intro-for-hep/goodness-of-fit.md
new file mode 100644
index 0000000..d7b881b
--- /dev/null
+++ b/deep-learning-intro-for-hep/goodness-of-fit.md
@@ -0,0 +1,16 @@
+---
+jupytext:
+  cell_metadata_filter: -all
+  formats: md:myst
+  text_representation:
+    extension: .md
+    format_name: myst
+    format_version: 0.13
+    jupytext_version: 1.16.4
+kernelspec:
+  display_name: Python 3 (ipykernel)
+  language: python
+  name: python3
+---
+
+# Goodness of fit metrics
diff --git a/deep-learning-intro-for-hep/hyperparameters.md b/deep-learning-intro-for-hep/hyperparameters.md
new file mode 100644
index 0000000..a05fc3d
--- /dev/null
+++ b/deep-learning-intro-for-hep/hyperparameters.md
@@ -0,0 +1,16 @@
+---
+jupytext:
+  cell_metadata_filter: -all
+  formats: md:myst
+  text_representation:
+    extension: .md
+    format_name: myst
+    format_version: 0.13
+    jupytext_version: 1.16.4
+kernelspec:
+  display_name: Python 3 (ipykernel)
+  language: python
+  name: python3
+---
+
+# Parameters and hyperparameters
diff --git a/deep-learning-intro-for-hep/main-project.md b/deep-learning-intro-for-hep/main-project.md
new file mode 100644
index 0000000..2762a90
--- /dev/null
+++ b/deep-learning-intro-for-hep/main-project.md
@@ -0,0 +1,16 @@
+---
+jupytext:
+  cell_metadata_filter: -all
+  formats: md:myst
+  text_representation:
+    extension: .md
+    format_name: myst
+    format_version: 0.13
+    jupytext_version: 1.16.4
+kernelspec:
+  display_name: Python 3 (ipykernel)
+  language: python
+  name: python3
+---
+
+# The main project
diff --git a/deep-learning-intro-for-hep/partitioning.md b/deep-learning-intro-for-hep/partitioning.md
new file mode 100644
index 0000000..4b2f90c
--- /dev/null
+++ b/deep-learning-intro-for-hep/partitioning.md
@@ -0,0 +1,16 @@
+---
+jupytext:
+  cell_metadata_filter: -all
+  formats: md:myst
+  text_representation:
+    extension: .md
+    format_name: myst
+    format_version: 0.13
+    jupytext_version: 1.16.4
+kernelspec:
+  display_name: Python 3 (ipykernel)
+  language: python
+  name: python3
+---
+
+# Partitioning data into training, validation, and test samples
diff --git a/deep-learning-intro-for-hep/regularization.md b/deep-learning-intro-for-hep/regularization.md
new file mode 100644
index 0000000..c5c5617
--- /dev/null
+++ b/deep-learning-intro-for-hep/regularization.md
@@ -0,0 +1,25 @@
+---
+jupytext:
+  cell_metadata_filter: -all
+  formats: md:myst
+  text_representation:
+    extension: .md
+    format_name: myst
+    format_version: 0.13
+    jupytext_version: 1.16.4
+kernelspec:
+  display_name: Python 3 (ipykernel)
+  language: python
+  name: python3
+---
+
+# Regularization
+
++++
+
+Notes:
+
+- https://doi.org/10.2307/1271436 _Ridge Regression: Biased Estimation for Nonorthogonal Problems_ ARTHUR E. HOERL AND ROBERT W. KENNARD 1970
+- Regression Shrinkage and Selection via the Lasso https://doi.org/10.1111/j.2517-6161.1996.tb02080.x _Regression Shrinkage and Selection Via the Lasso_ Robert Tibshirani 1996
+
+Do the Boston dataset here, and then exercise 1 is with Playground, exercise 2 is dropout with penguins