Merge pull request CamDavidsonPilon#1 from CamDavidsonPilon/master

merging upstream into fork

Author: pieteradejong

Chapter2_MorePyMC/Chapter2.ipynb

@@ -458,7 +458,7 @@
    "source": [
     "## Modeling approaches\n",
     "\n",
-    "A good starting thought to Bayesian modeling is to think about *how your data might have been generated*. Position yourself in an omniscient position, and try to imagine how *you* would recreate the dataset. \n",
+    "A good starting point in Bayesian modeling is to think about *how your data might have been generated*. Put yourself in an omniscient position, and try to imagine how *you* would recreate the dataset. \n",
     "\n",
     "In the last chapter we investigated text message data. We begin by asking how our observations may have been generated:\n",
     "\n",

Chapter6_Priorities/Chapter6.ipynb

@@ -386,8 +386,6 @@
    "source": [
     "from pymc import rbeta\n",
     "\n",
-    "rand = np.random.rand\n",
-    "\n",
     "\n",
     "class Bandits(object):\n",
     "\n",