Repository: systemml
Updated Branches:
  refs/heads/master cbde17bab -> 428839952


[MINOR] Fix typo in ALS notebook

Closes #558.


Project: http://git-wip-us.apache.org/repos/asf/systemml/repo
Commit: http://git-wip-us.apache.org/repos/asf/systemml/commit/42883995
Tree: http://git-wip-us.apache.org/repos/asf/systemml/tree/42883995
Diff: http://git-wip-us.apache.org/repos/asf/systemml/diff/42883995

Branch: refs/heads/master
Commit: 42883995285981d420db6f8baa4133e4e1efbde1
Parents: cbde17b
Author: Gus Jenkins <jenkins.g...@gmail.com>
Authored: Fri Jun 30 12:34:59 2017 -0700
Committer: Deron Eriksson <de...@us.ibm.com>
Committed: Fri Jun 30 12:34:59 2017 -0700

----------------------------------------------------------------------
 samples/jupyter-notebooks/ALS_python_demo.ipynb | 37 ++++++--------------
 1 file changed, 10 insertions(+), 27 deletions(-)
----------------------------------------------------------------------


http://git-wip-us.apache.org/repos/asf/systemml/blob/42883995/samples/jupyter-notebooks/ALS_python_demo.ipynb
----------------------------------------------------------------------
diff --git a/samples/jupyter-notebooks/ALS_python_demo.ipynb 
b/samples/jupyter-notebooks/ALS_python_demo.ipynb
index 4e1cb7e..d7e63d0 100644
--- a/samples/jupyter-notebooks/ALS_python_demo.ipynb
+++ b/samples/jupyter-notebooks/ALS_python_demo.ipynb
@@ -78,9 +78,7 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [],
    "source": [
     "from pyspark.sql import SparkSession\n",
@@ -111,7 +109,6 @@
    "cell_type": "code",
    "execution_count": 3,
    "metadata": {
-    "collapsed": false,
     "scrolled": true
    },
    "outputs": [
@@ -147,9 +144,7 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "name": "stdout",
@@ -184,9 +179,7 @@
   {
    "cell_type": "code",
    "execution_count": 5,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [],
    "source": [
     "#-----------------------------------------------------------------\n",
@@ -310,15 +303,13 @@
    "source": [
     "### Running the Algorithm\n",
     "\n",
-    "We'll first create an MLContext object which the entry point for 
SystemML. Inputs and outputs are defined through a dml function."
+    "We'll first create an MLContext object which is the entry point for 
SystemML. Inputs and outputs are defined through a dml function."
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 6,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [],
    "source": [
     "ml = MLContext(sc)\n",
@@ -338,7 +329,6 @@
    "cell_type": "code",
    "execution_count": 7,
    "metadata": {
-    "collapsed": false,
     "scrolled": true
    },
    "outputs": [
@@ -377,9 +367,7 @@
   {
    "cell_type": "code",
    "execution_count": 8,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [],
    "source": [
     "predict_dml = \\\n",
@@ -454,9 +442,7 @@
   {
    "cell_type": "code",
    "execution_count": 9,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [],
    "source": [
     "# user for which we want to recommend movies\n",
@@ -550,9 +536,7 @@
   {
    "cell_type": "code",
    "execution_count": 13,
-   "metadata": {
-    "collapsed": false
-   },
+   "metadata": {},
    "outputs": [],
    "source": [
     "def show_recommendations(userId, preds):\n",
@@ -569,7 +553,6 @@
    "cell_type": "code",
    "execution_count": 17,
    "metadata": {
-    "collapsed": false,
     "scrolled": true
    },
    "outputs": [
@@ -678,7 +661,7 @@
  "metadata": {
   "anaconda-cloud": {},
   "kernelspec": {
-   "display_name": "Python [default]",
+   "display_name": "Python 3",
    "language": "python",
    "name": "python3"
   },
@@ -692,7 +675,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.5.2"
+   "version": "3.6.1"
   }
  },
  "nbformat": 4,

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