update numpy

mattmakai · mattmakai · commit 3001fa256e9c · 2018-05-03T10:51:09.000-04:00
diff --git a/content/pages/03-data/18-numpy.markdown b/content/pages/03-data/18-numpy.markdown
@@ -18,8 +18,14 @@ other scientific computing packages such as [pandas](/pandas.html).
 
 
 ### NumPy resources
+* [From Python to NumPy](http://www.labri.fr/perso/nrougier/from-python-to-numpy/)
+  is an awesome resource that shows how to use your basic
+  Python knowledge to learn how to do vectorization with NumPy.
+
 * [101 NumPy Exercises for Data Analysis](https://www.machinelearningplus.com/101-numpy-exercises-python/)
 
 * [NumPy: creating and manipulating numerical data](http://www.scipy-lectures.org/intro/numpy/index.html)
 
-
+* [Python NumPy Array Tutorial](https://www.datacamp.com/community/tutorials/python-numpy-tutorial)
+  is a starter tutorial specifically focused on using and working
+  with NumPy's powerful arrays. 
diff --git a/content/pages/03-data/19-scipy.markdown b/content/pages/03-data/19-scipy.markdown
@@ -13,6 +13,8 @@ for math, science and engineering. [NumPy](/numpy.html),
 [Matplotlib](/matplotlib.html) and [pandas](/pandas.html) are libraries
 that fall under the SciPy project umbrella.
 
+<img src="/img/logos/scipy.png" width="100%" alt="SciPy project logo.">
+
 [Blaze](http://blaze.pydata.org/) is a similar, but separate, ecosystem 
 with additional tools for wrangling, cleaning, processing and analyzing data.
 
diff --git a/static/img/logos/scipy.png b/static/img/logos/scipy.png
