Adding folder structure and README structure

README.md

@@ -1,2 +1,29 @@
-# ARSET_ML_Fundamentals
+# ARSET Fundamentals of Machine Learning (ML) for Earth Science
+
 Temporary repository to add materials for ARSET Fundamentals of Machine Learning for Earth Science
+
+This repository contains:
+
+  - Session 1 Materials:
+    - 1-MODIS-DataDownload-Session1.ipynb
+  - Session 2 Materials:
+    - 1-MODIS-EDA-Session2.ipynb
+    - 2-MODIS-Train-Session2.ipynb
+    - 3-MODIS-Eval-Session2.ipynb
+  - Session 3 Materials:
+    - 1-MODIS-Tuning.ipynb
+    - 2-MODIS-Explainability.ipynb
+
+## Additional Resources
+
+The NASA ASTG provides additional introductory materials related to Python and 
+data science in general. You can access some of this interactive material under the
+links below.
+
+### <span style="color: red">Data Science Tools</span>
+
+| Lecture Topic | Interactive Link | 
+|---|---|
+| **Introduction to Numpy** | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/astg606/py_materials/blob/master/numpy/introduction_numpy.ipynb) |
+| **Basic Visualization with Matplotlib** | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/astg606/py_materials/blob/master/visualization/introduction_matplotlib.ipynb) |
+| **Introduction to Pandas** | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/astg606/py_materials/blob/master/pandas/introduction_pandas.ipynb) |