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fmcquillan pushed a commit to branch asf-site
in repository https://gitbox.apache.org/repos/asf/madlib-site.git


The following commit(s) were added to refs/heads/asf-site by this push:
     new f42ca4a  update website for 1.16 release
f42ca4a is described below

commit f42ca4a590c78dade76362424c8f2b97cae82961
Author: Frank McQuillan <[email protected]>
AuthorDate: Mon Jul 8 12:14:27 2019 -0700

    update website for 1.16 release
---
 _media/featured/neural-net.png      | Bin 0 -> 9616 bytes
 _media/featured/topic-modelling.png | Bin 5673 -> 9614 bytes
 _media/featured/validation.png      | Bin 2522 -> 3687 bytes
 _media/logos/ucsd.png               | Bin 0 -> 7585 bytes
 community.html                      |  15 ++++++--
 documentation.html                  |   1 +
 download.html                       |  31 +++++++++++++----
 index.html                          |  66 +++++++++++++++---------------------
 product.html                        |  22 ++++++++++--
 9 files changed, 85 insertions(+), 50 deletions(-)

diff --git a/_media/featured/neural-net.png b/_media/featured/neural-net.png
new file mode 100644
index 0000000..84c3b53
Binary files /dev/null and b/_media/featured/neural-net.png differ
diff --git a/_media/featured/topic-modelling.png 
b/_media/featured/topic-modelling.png
index 813d1d6..8460bb0 100644
Binary files a/_media/featured/topic-modelling.png and 
b/_media/featured/topic-modelling.png differ
diff --git a/_media/featured/validation.png b/_media/featured/validation.png
index 0be0d92..ed2f5c4 100644
Binary files a/_media/featured/validation.png and 
b/_media/featured/validation.png differ
diff --git a/_media/logos/ucsd.png b/_media/logos/ucsd.png
new file mode 100644
index 0000000..890d59a
Binary files /dev/null and b/_media/logos/ucsd.png differ
diff --git a/community.html b/community.html
index 893f0a1..6f892a8 100644
--- a/community.html
+++ b/community.html
@@ -38,7 +38,7 @@
                <div class="section-name">
                        <h1 class="h2">Community</h1>
                </div>
-             
+
                        </div>
                        <div class="container history">
     <div class="row">
@@ -49,7 +49,7 @@
             <p>Apache MADlib is an open source project that endeavors to 
adhere in all respects to the principles of <a 
href="http://apache.org/foundation/governance/";>The Apache Way</a>.</p>
             <p>MADlib grew out of discussions between database engine 
developers, data scientists, IT architects and academics interested in new 
approaches to scalable, sophisticated in-database analytics. These discussions 
were written up in a paper in VLDB 2009 that coined the term &#8220;MAD 
Skills&#8221; for data analysis. The MADlib software project began the 
following year as a collaboration between researchers at UC Berkeley and 
engineers and data scientists at EMC/Greenplum (late [...]
             <p>In September 2015 MADlib was accepted into the Apache Software 
Foundation Incubator and graduated to a Top Level Project in July 2017.</p>
-            <p>Some of the original participants in the development of this 
project were:</p>
+            <p>Some of the past and present participants in this project 
are:</p>
             <br/>
             <br/>
         </div>
@@ -91,6 +91,15 @@
                 <div class="more"><p class="inline-block pointer 
point-right">Learn More</p></div>
             </a>
         </div>
+        <div class="span3 simple-box">
+            <a href="http://cseweb.ucsd.edu/~arunkk/"; class="center">
+                <div class="history-logo">
+                    <img src="_media/logos/ucsd.png" alt="">
+                </div>
+                <h4><small>Providing key research in artificial neural 
networks on distributed systems</small></h4>
+                <div class="more"><p class="inline-block pointer 
point-right">Learn More</p></div>
+            </a>
+        </div>
     </div>
     <h4 class="center">If you are interested in joining our project please 
consider joining our <a href="#user-resources" title="User Info Page">User</a> 
or <a href="#dev-resources" title="Devel Info Page">Developer</a> mailing 
lists</a>. Everyone is welcome.</h4>
 
@@ -199,7 +208,7 @@
                     <ul>
                         <li><a href="http://postgresql.org";>PostgreSQL</a></li>
                         <li><a href="http://greenplum.org/";>Greenplum 
Database</a></li>
-                        <li><a href="http://hawq.incubator.apache.org";>Apache 
HAWQ (incubating)</a></li>
+                        <li><a href="http://hawq.incubator.apache.org";>Apache 
HAWQ</a></li>
                         <li><a 
href="http://cran.r-project.org/web/packages/PivotalR/";>PivotalR</a></li>
                     </ul>
                 </li>
diff --git a/documentation.html b/documentation.html
index 8727541..b5d93bf 100644
--- a/documentation.html
+++ b/documentation.html
@@ -55,6 +55,7 @@ jQuery(document).ready(function() {
 <p class="body">The primary documentation reference material providing 
detailed information on the functions and algorithms within MADlib as well as 
background theory and references into the literature.</p>
 
 <div class="select-documentation pointer point-down"><select 
id="latest-documentation" name="latest-documentation" size="1"><option 
value="">Older Documentation</option>
+<option value="docs/v1.15.1/index.html">MADlib v1.15.1</option>
 <option value="docs/v1.15/index.html">MADlib v1.15</option>
 <option value="docs/v1.14/index.html">MADlib v1.14</option>
 <option value="docs/v1.13/index.html">MADlib v1.13</option>
diff --git a/download.html b/download.html
index 1781c9d..b68b47f 100644
--- a/download.html
+++ b/download.html
@@ -58,7 +58,7 @@
                                        <h2>Current Release</h2>
                                </div>
                                <div class="span8">
-                                       <h3>v1.15.1</h3>
+                                       <h3>v1.16</h3>
                                        <h4>Source Code and Convenience 
Binaries</h4>
 
                                        <p>MADlib<sup>&reg;</sup> source code 
and convenience binaries are available from the Apache distribution site.</p>
@@ -66,15 +66,15 @@
                                        <p class="no-y-space"><strong>Latest 
stable release:</strong></p>
 
                                        <ul>
-                                               <li><a 
onclick="_gaq.push(['_trackEvent', 'Outbound Links', 'Click', 
'madlib-1.15.1-src.tar.gz']);"     
href="https://dist.apache.org/repos/dist/release/madlib/1.15.1/apache-madlib-1.15.1-src.tar.gz";>Source
 code tar.gz</a> (<a 
href="https://www.apache.org/dist/madlib/1.15.1/apache-madlib-1.15.1-src.tar.gz.asc";>pgp</a>,
     <a 
href="https://www.apache.org/dist/madlib/1.15.1/apache-madlib-1.15.1-src.tar.gz.sha512";>sha512</a>)
 </li>
+                                               <li><a 
onclick="_gaq.push(['_trackEvent', 'Outbound Links', 'Click', 
'madlib-1.16-src.tar.gz']);"     
href="https://dist.apache.org/repos/dist/release/madlib/1.16/apache-madlib-1.16-src.tar.gz";>Source
 code tar.gz</a> (<a 
href="https://www.apache.org/dist/madlib/1.16/apache-madlib-1.16-src.tar.gz.asc";>pgp</a>,
     <a 
href="https://www.apache.org/dist/madlib/1.16/apache-madlib-1.16-src.tar.gz.sha512";>sha512</a>)
 </li>
 
-                                               <li><a 
onclick="_gaq.push(['_trackEvent', 'Outbound Links', 'Click', 
'madlib-1.15.1-bin-Linux-GPDB43.rpm']);"  
href="https://dist.apache.org/repos/dist/release/madlib/1.15.1/apache-madlib-1.15.1-bin-Linux-GPDB43.rpm";>Linux</a>
           (<a 
href="https://www.apache.org/dist/madlib/1.15.1/apache-madlib-1.15.1-bin-Linux-GPDB43.rpm.asc";>pgp</a>,
  <a 
href="https://www.apache.org/dist/madlib/1.15.1/apache-madlib-1.15.1-bin-Linux-GPDB43.rpm.sha512";>sha512</a>)
 — CentOS / Red Hat 5 and hi [...]
+                                               <li><a 
onclick="_gaq.push(['_trackEvent', 'Outbound Links', 'Click', 
'madlib-1.16-bin-Linux-GPDB43.rpm']);"  
href="https://dist.apache.org/repos/dist/release/madlib/1.16/apache-madlib-1.16-bin-Linux-GPDB43.rpm";>Linux</a>
           (<a 
href="https://www.apache.org/dist/madlib/1.16/apache-madlib-1.16-bin-Linux-GPDB43.rpm.asc";>pgp</a>,
  <a 
href="https://www.apache.org/dist/madlib/1.16/apache-madlib-1.16-bin-Linux-GPDB43.rpm.sha512";>sha512</a>)
 — CentOS / Red Hat 5 and higher (64 bit). [...]
 
-                                               <li><a 
onclick="_gaq.push(['_trackEvent', 'Outbound Links', 'Click', 
'madlib-1.15.1-bin-Linux.rpm']);"  
href="https://dist.apache.org/repos/dist/release/madlib/1.15.1/apache-madlib-1.15.1-bin-Linux.rpm";>Linux</a>
           (<a 
href="https://www.apache.org/dist/madlib/1.15.1/apache-madlib-1.15.1-bin-Linux.rpm.asc";>pgp</a>,
  <a 
href="https://www.apache.org/dist/madlib/1.15.1/apache-madlib-1.15.1-bin-Linux.rpm.sha512";>sha512</a>)
 — CentOS / Red Hat 6 and higher (64 bit). GPDB 5.x, Pos [...]
+                                               <li><a 
onclick="_gaq.push(['_trackEvent', 'Outbound Links', 'Click', 
'madlib-1.16-bin-Linux.rpm']);"  
href="https://dist.apache.org/repos/dist/release/madlib/1.16/apache-madlib-1.16-bin-Linux.rpm";>Linux</a>
           (<a 
href="https://www.apache.org/dist/madlib/1.16/apache-madlib-1.16-bin-Linux.rpm.asc";>pgp</a>,
  <a 
href="https://www.apache.org/dist/madlib/1.16/apache-madlib-1.16-bin-Linux.rpm.sha512";>sha512</a>)
 — CentOS / Red Hat 6 and higher (64 bit). GPDB 5.x, PostgreSQL 10.x a [...]
 
-                                               <li><a 
onclick="_gaq.push(['_trackEvent', 'Outbound Links', 'Click', 
'madlib-1.15.1-bin-Linux.deb']);"  
href="https://dist.apache.org/repos/dist/release/madlib/1.15.1/apache-madlib-1.15.1-bin-Linux.deb";>Linux</a>
           (<a 
href="https://www.apache.org/dist/madlib/1.15.1/apache-madlib-1.15.1-bin-Linux.deb.asc";>pgp</a>,
  <a 
href="https://www.apache.org/dist/madlib/1.15.1/apache-madlib-1.15.1-bin-Linux.deb.sha512";>sha512</a>)
 — Ubuntu 16.04. GPDB 5.x, PostgreSQL 9.6 and 10.x.</li>
+                                               <li><a 
onclick="_gaq.push(['_trackEvent', 'Outbound Links', 'Click', 
'madlib-1.16-bin-Linux.deb']);"  
href="https://dist.apache.org/repos/dist/release/madlib/1.16/apache-madlib-1.16-bin-Linux.deb";>Linux</a>
           (<a 
href="https://www.apache.org/dist/madlib/1.16/apache-madlib-1.16-bin-Linux.deb.asc";>pgp</a>,
  <a 
href="https://www.apache.org/dist/madlib/1.16/apache-madlib-1.16-bin-Linux.deb.sha512";>sha512</a>)
 — Ubuntu 16.04. GPDB 5.x, PostgreSQL 10.x and 11.x.</li>
 
-                                               <li><a 
onclick="_gaq.push(['_trackEvent', 'Outbound Links', 'Click', 
'madlib-1.15.1-bin-Darwin.dmg']);" 
href="https://dist.apache.org/repos/dist/release/madlib/1.15.1/apache-madlib-1.15.1-bin-Darwin.dmg";>Mac
 OS X</a>       (<a 
href="https://www.apache.org/dist/madlib/1.15.1/apache-madlib-1.15.1-bin-Darwin.dmg.asc";>pgp</a>,
 <a 
href="https://www.apache.org/dist/madlib/1.15.1/apache-madlib-1.15.1-bin-Darwin.dmg.sha512";>sha512</a>)
 — OS 10.6 and higher.  PostgreSQL 9.6 and 10.x.</li>
+                                               <li><a 
onclick="_gaq.push(['_trackEvent', 'Outbound Links', 'Click', 
'madlib-1.16-bin-Darwin.dmg']);" 
href="https://dist.apache.org/repos/dist/release/madlib/1.16/apache-madlib-1.16-bin-Darwin.dmg";>Mac
 OS X</a>       (<a 
href="https://www.apache.org/dist/madlib/1.16/apache-madlib-1.16-bin-Darwin.dmg.asc";>pgp</a>,
 <a 
href="https://www.apache.org/dist/madlib/1.16/apache-madlib-1.16-bin-Darwin.dmg.sha512";>sha512</a>)
 — OS 10.6 and higher.  PostgreSQL 10.x and 11.x.</li>
                                        </ul>
                                </div>
                        </div>
@@ -101,6 +101,25 @@
                                        <h2>Previous Apache Releases</h2>
                                </div>
                                <div class="span8">
+                                       <h3>v1.15.1</h3>
+                                       <h4>Source Code and Convenience 
Binaries</h4>
+
+                                       <p>MADlib<sup>&reg;</sup> source code 
and convenience binaries are available from the Apache distribution site.</p>
+
+                                       <p class="no-y-space"><strong>Release 
artifacts:</strong></p>
+
+                                       <ul>
+                                               <li><a 
onclick="_gaq.push(['_trackEvent', 'Outbound Links', 'Click', 
'madlib-1.15.1-src.tar.gz']);"     
href="https://archive.apache.org/dist/madlib/1.15.1/apache-madlib-1.15.1-src.tar.gz";>Source
 code tar.gz</a> (<a 
href="https://archive.apache.org/dist/madlib/1.15.1/apache-madlib-1.15.1-src.tar.gz.asc";>pgp</a>,
     <a 
href="https://archive.apache.org/dist/madlib/1.15.1/apache-madlib-1.15.1-src.tar.gz.sha512";>sha512</a>)
 </li>
+
+                                               <li><a 
onclick="_gaq.push(['_trackEvent', 'Outbound Links', 'Click', 
'madlib-1.15.1-bin-Linux-GPDB43.rpm']);"  
href="https://archive.apache.org/dist/madlib/1.15.1/apache-madlib-1.15.1-bin-Linux-GPDB43.rpm";>Linux</a>
           (<a 
href="https://archive.apache.org/dist/madlib/1.15.1/apache-madlib-1.15.1-bin-Linux-GPDB43.rpm.asc";>pgp</a>,
  <a 
href="https://archive.apache.org/dist/madlib/1.15.1/apache-madlib-1.15.1-bin-Linux-GPDB43.rpm.sha512";>sha512</a>)
 — CentOS / Red Hat 5 and highe [...]
+
+                                               <li><a 
onclick="_gaq.push(['_trackEvent', 'Outbound Links', 'Click', 
'madlib-1.15.1-bin-Linux.rpm']);"  
href="https://archive.apache.org/dist/madlib/1.15.1/apache-madlib-1.15.1-bin-Linux.rpm";>Linux</a>
           (<a 
href="https://archive.apache.org/dist/madlib/1.15.1/apache-madlib-1.15.1-bin-Linux.rpm.asc";>pgp</a>,
  <a 
href="https://archive.apache.org/dist/madlib/1.15.1/apache-madlib-1.15.1-bin-Linux.rpm.sha512";>sha512</a>)
 — CentOS / Red Hat 6 and higher (64 bit). GPDB 5.x, Postgr [...]
+
+                                               <li><a 
onclick="_gaq.push(['_trackEvent', 'Outbound Links', 'Click', 
'madlib-1.15.1-bin-Linux.deb']);"  
href="https://archive.apache.org/dist/madlib/1.15.1/apache-madlib-1.15.1-bin-Linux.deb";>Linux</a>
           (<a 
href="https://archive.apache.org/dist/madlib/1.15.1/apache-madlib-1.15.1-bin-Linux.deb.asc";>pgp</a>,
  <a 
href="https://archive.apache.org/dist/madlib/1.15.1/apache-madlib-1.15.1-bin-Linux.deb.sha512";>sha512</a>)
 — Ubuntu 16.04. GPDB 5.x, PostgreSQL 9.6 and 10.x.</li>
+
+                                               <li><a 
onclick="_gaq.push(['_trackEvent', 'Outbound Links', 'Click', 
'madlib-1.15.1-bin-Darwin.dmg']);" 
href="https://archive.apache.org/dist/madlib/1.15.1/apache-madlib-1.15.1-bin-Darwin.dmg";>Mac
 OS X</a>       (<a 
href="https://archive.apache.org/dist/madlib/1.15.1/apache-madlib-1.15.1-bin-Darwin.dmg.asc";>pgp</a>,
 <a 
href="https://archive.apache.org/dist/madlib/1.15.1/apache-madlib-1.15.1-bin-Darwin.dmg.sha512";>sha512</a>)
 — OS 10.6 and higher.  PostgreSQL 9.6 and 10.x.</li>
+                                       </ul>
+
                                        <h3>v1.15</h3>
                                        <h4>Source Code and Convenience 
Binaries</h4>
 
diff --git a/index.html b/index.html
index 72dcaa1..9060809 100644
--- a/index.html
+++ b/index.html
@@ -64,6 +64,32 @@
 
     <div class="container">
                <div class="post">
+                       <h2>MADlib 1.16 Release</h2>
+                       On July 8, 2019, MADlib completed its sixth release as 
an Apache Software Foundation Top Level Project.</a>
+       <p dir="ltr"></p>
+    <p dir="ltr"><b>New features include:</b></p>
+    <ul>
+    <li><p dir="ltr">Deep learning - Early stage support for Keras with 
Tensorflow
+    backend with GPU acceleration.  Focus on image classification
+    use cases.</p>
+    <li><p dir="ltr">Deep learning utilities - Load model architectures and
+    weights, parallel loading of images from NumPy arrays
+    or file system, preprocess images for gradient descent
+    optimization algorithms.</p>
+    <li><p dir="ltr">Greenplum 6 support.</p>
+    <li><p dir="ltr">PostgreSQL 11 support.</p>
+    </ul>
+    <p dir="ltr"><b>Improvements:</b></p>
+    <ul>
+    <li><p dir="ltr">K-nearest neighbors - Improve performance with kd-tree 
approximate method.</p>
+    <li><p dir="ltr">Association rules - Set default maximum itemset rules to 
10 to reduce runtime.</p>
+    </ul>
+       <p dir="ltr">You are invited to <a 
href="https://dist.apache.org/repos/dist/release/madlib/1.16/";>download the 
1.16 release</a> and <a 
href="https://github.com/apache/madlib/blob/master/RELEASE_NOTES";>review the 
release notes.</a></p>
+       &nbsp;                  </div>
+       </div>
+
+    <div class="container">
+               <div class="post">
                        <h2>MADlib 1.15.1 Release</h2>
                        On Oct 15, 2018, MADlib completed its fifth release as 
an Apache Software Foundation Top Level Project.</a>
        <p dir="ltr"></p>
@@ -74,7 +100,7 @@
     <li><p dir="ltr">K-nearest neighbors - Accept expressions for points.</p>
     <li><p dir="ltr">Vec2cols - Allow arrays of different lengths.</p>
     </ul>
-       <p dir="ltr">You are invited to <a 
href="https://dist.apache.org/repos/dist/release/madlib/1.15.1/";>download the 
1.15.1 release</a> and <a 
href="https://github.com/apache/madlib/blob/master/RELEASE_NOTES";>review the 
release notes.</a></p>
+       <p dir="ltr">You are invited to <a 
href="https://archive.apache.org/dist/madlib/1.15.1/";>download the 1.15.1 
release</a> and <a 
href="https://github.com/apache/madlib/blob/master/RELEASE_NOTES";>review the 
release notes.</a></p>
        &nbsp;                  </div>
        </div>
 
@@ -114,29 +140,6 @@
        &nbsp;                  </div>
        </div>
 
-       <div class="container">
-       <div class="post">
-               <h2>MADlib 1.13 Release</h2>
-               On Dec 22, 2017, MADlib completed its second release
-               as an Apache Software Foundation Top Level Project.</a>
-       <p dir="ltr"></p>
-    <p dir="ltr"><b>New feature</b>: Hyperlink-Induced Topic
-    Search (HITS) link analysis algorithm.</p>
-    <p dir="ltr"><b>Improvements:</b></p>
-    <ul>
-    <li><p dir="ltr">k-nearest neighbors (kNN) - Added additional
-    distance metrics, added list of neighbors in output table.</p>
-    <li><p dir="ltr">Multlayer perceptron (MLP) - Now supports grouping.</p>
-    <li><p dir="ltr">Cross validation - Improved the stats reporting
-    in the output table.</p>
-    <li><p dir="ltr">Correlation: Improved quality of results by only
-    ignoring a NULL value and not the whole row containing the NULL.</p>
-    </ul>
-       <p dir="ltr">You are invited to <a 
href="https://archive.apache.org/dist/madlib/1.13/";>download the 1.13 
release</a> and <a 
href="https://github.com/apache/madlib/blob/master/RELEASE_NOTES";>review the 
release notes.</a></p>
-
-       &nbsp;                  </div>
-       </div>
-
     <div class="container">
                <div class="post">
                        <h2>MADlib Graduates to Apache Top Level Project</h2>
@@ -144,22 +147,7 @@
        <p dir="ltr"></p>
        <p dir="ltr">MADlib entered incubation in the fall of 2015 and made 
five releases as an incubating project.  Along the way, the MADlib community 
has worked hard to ensure that the project is being developed according to the 
principles of the  <a href="http://apache.org/foundation/governance/";>The 
Apache Way</a>.  We will continue to do so in the future as a TLP, to the best 
of our ability.</p>
        <p dir="ltr">Thank you to all who have contributed to the project so 
far, and we look forward more innovation in machine learning in the future as a 
TLP!</a></p>
-
        &nbsp;                  </div>
-       </div>
-
-       <div class="container">
-       <div class="row">
-       <div class="span8 news-posts por">
-               <div class="container">
-               <div class="post">
-                       <h2>MADlib User Survey Results</h2>
-                       In October 2016, we ran a survey asking MADlib users 
about a wide range of topics pertaining to this open source project, including 
desired new features.  Thank you to all who responded.</a>
-       <p dir="ltr"></p>
-       <p dir="ltr">You are welcome to <a 
href="https://madlib.incubator.apache.org/community-artifacts/Apache-MADlib-user-survey-results-Oct-2016.pdf";>view
 the survey results</a> and make any comments or suggestions on the <a 
href="http://mail-archives.apache.org/mod_mbox/incubator-madlib-user/";>user 
mailing list.</a></p>
-
-&nbsp;                 </div>
-       </div>
 
        <div class="resources">
        <div class="container por">
diff --git a/product.html b/product.html
index 95e60e0..d8500ca 100644
--- a/product.html
+++ b/product.html
@@ -33,7 +33,7 @@
                                </div>
                        </div>
                </div>
-       </div>  
+       </div>
        <div class="primary-content">
        <div class="container section-head">
                <div class="section-name">
@@ -73,7 +73,7 @@
 <ul>
        <li>Operate on the data locally in-database.  Do not move data between 
multiple runtime environments unnecessarily.</li>
        <li>Utilize best of breed database engines, but separate the machine 
learning logic from database specific implementation details.</li>
-       <li>Leverage MPP shared nothing technology, such as the Greenplum 
Database and Apache HAWQ (incubating), to provide parallelism and 
scalability.</li>
+       <li>Leverage MPP shared nothing technology, such as the Greenplum 
Database, to provide parallelism and scalability.</li>
        <li>Open implementation maintaining active ties into Apache community 
and ongoing academic research.</li>
 </ul>
 </div>
@@ -118,6 +118,24 @@
 </div>
 </div>
 <div class="container features-posts">
+<div class="post-82 post type-post status-publish format-standard hentry 
category-feature row">
+<div class="span4">
+<div class="entry-thumbnail"><img class="attachment-post-thumbnail 
wp-post-image" src="_media/featured/neural-net.png" alt="neural-net" width="96" 
height="115" /></div>
+&nbsp;
+
+</div>
+<div class="span8">
+<h3>Deep Learning</h3>
+<p class="exerpt">Deep learning is a type of machine learning, inspired by 
biology of the brain, that uses a class of algorithms called artificial neural 
networks.  These networks are effective at solving a wide variety of problems, 
primarily in the area of supervised learning.  GPU acceleration is widely used 
to speed the training of deep neural nets.</p>
+<p class="body"><strong>Example:</strong> If we want to match a video of an 
employee entering an office lobby with her picture on file, we could use a 
convolutional neural network to do this.  This would save her from having to 
get out her employee badge and swipe it into a machine.  It could also help 
reduce queues in the lobby during the morning rush.</p>
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