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href="/templates/recommendation/customize-data-prep/"><span>Customize Data 
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Serving</span></a></li><li class="level-3"><a class="final" 
href="/templates/recommendation/training-with-implicit-preference/"><span>Train 
with Implicit Preference</span></a></li><li class="level-3"><a class="final" 
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Items by Blacklist in Query</span></a></li><li class="level-3"><a class="final" 
href="/templates/recommendation/batch-evaluator/"><span>Batch Persistable 
Evaluator</span></a></li></ul></li><li class="level-2"><a class="expandible"
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class="final" href="/templates/ecommercerecommendation/quickstart/"><span>Quick 
Start</span></a></li><li class="level-3"><a class="final" 
href="/templates/ecommercerecommendation/dase/"><span>DASE</span></a></li><li 
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href="/templates/ecommercerecommendation/how-to/"><span>How-To</span></a></li><li
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with Rate Event</span></a></li><li class="level-3"><a class="final" 
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 class="col-md-9 col-sm-12"><div class="content-header hidden-md 
hidden-lg"><div id="page-title"><h1>Installing PredictionIO with Vagrant 
(VirtualBox)</h1></div></div><div id="table-of-content-wrapper"><h5>On this 
page</h5><aside id="table-of-contents"><ul> <li> <a 
href="#install-virtualbox">Install VirtualBox</a> </li> <li> <a 
href="#install-vagrant">Install Vagrant</a> </li> <li> <a 
href="#bring-up-predictoinio-vm-with-vagrant">Bring up PredictoinIO VM with V
 agrant</a> </li> <li> <a href="#using-the-predictionio-vm">Using the 
PredictionIO VM</a> </li> </ul> </aside><hr/><a id="edit-page-link" 
href="https://github.com/apache/incubator-predictionio/tree/livedoc/docs/manual/source/install/install-vagrant.html.md.erb";><img
 src="/images/icons/edit-pencil-d6c1bb3d.png"/>Edit this page</a></div><div 
class="content-header hidden-sm hidden-xs"><div id="page-title"><h1>Installing 
PredictionIO with Vagrant (VirtualBox)</h1></div></div><div class="content"> 
<div class="alert-message warning"><p>Running PredictionIO with Vagrant is 
intended for the purposes of simple tests in an isolated environment. Due to 
resource limitation and overhead of virtual machine (VM), it runs much more 
slowly or may encounter memory issue. We recommend using Linux or Mac machine 
for serious usage.</p></div><h2 id='install-virtualbox' 
class='header-anchors'>Install VirtualBox</h2><p>If you don&#39;t have 
VirtualBox installed, please follow the instructions in the <a href
 ="https://www.virtualbox.org/wiki/Downloads";>VirtualBox site</a> to download 
and install it. After installation is done, you don&#39;t need to setup 
anything in Virtual Box. Vagrant will do it for you later.</p><h2 
id='install-vagrant' class='header-anchors'>Install Vagrant</h2><p>If you 
don&#39;t have Vagrant installed, please follow the instructions in the the <a 
href="https://www.vagrantup.com/downloads.html";>Vagrant site</a> to download 
and install it.</p><h2 id='bring-up-predictoinio-vm-with-vagrant' 
class='header-anchors'>Bring up PredictoinIO VM with Vagrant</h2><p>Get the 
latest vagrant setup from github and make sure in master branch:</p><div 
class="highlight shell"><table style="border-spacing: 0"><tbody><tr><td 
class="gutter gl" style="text-align: right"><pre class="lineno">1
+2
+3</pre></td><td class="code"><pre><span class="gp">$ </span>git clone 
https://github.com/PredictionIO/PredictionIO-Vagrant.git
+<span class="gp">$ </span><span class="nb">cd </span>PredictionIO-Vagrant/
+<span class="gp">$ </span>git checkout master
+</pre></td></tr></tbody></table> </div> <p>Inside the directory 
<code>PredictionIO-Vagrant/</code>, you will find a file named 
<code>Vagrantfile</code> which is the configuration file used by Vagrant to 
setup the VM. You may modify this file if you want to change the VM 
configuration.</p><p>For example, if you want to change the memory of the VM, 
you can locate the following line in the <code>Vagrantfile</code> and change 
the value passed to the <code>memory</code> parameter (default is 
2048MB):</p><div class="highlight shell"><table style="border-spacing: 
0"><tbody><tr><td class="gutter gl" style="text-align: right"><pre 
class="lineno">1</pre></td><td class="code"><pre>  v.customize <span 
class="o">[</span><span class="s2">"modifyvm"</span>, :id, <span 
class="s2">"--cpuexecutioncap"</span>, <span class="s2">"90"</span>, <span 
class="s2">"--memory"</span>, <span class="s2">"2048"</span><span 
class="o">]</span>
+</pre></td></tr></tbody></table> </div> <p>In the directory 
<code>PredictionIO-Vagrant/</code>, bring up PredictionIO VM by 
running:</p><div class="highlight shell"><table style="border-spacing: 
0"><tbody><tr><td class="gutter gl" style="text-align: right"><pre 
class="lineno">1</pre></td><td class="code"><pre><span class="gp">$ 
</span>vagrant up
+</pre></td></tr></tbody></table> </div> <div class="alert-message 
info"><p>When you run <code>vagrant up</code> for the first time, it will 
download the base box ubuntu/trusty64 if you don&#39;t have it. Then it will 
also install all necessary libraries and setup PredictionIO in the virtual 
machine.</p></div><p>When it finishes successfully, you should see somthing 
like the following:</p><div class="highlight shell"><table 
style="border-spacing: 0"><tbody><tr><td class="gutter gl" style="text-align: 
right"><pre class="lineno">1
+2
+3
+4
+5
+6
+7
+8
+9
+10
+11</pre></td><td class="code"><pre><span class="gp">==&gt; </span>default: 
Installation <span class="k">done</span>!
+<span class="gp">==&gt; </span>default: 
--------------------------------------------------------------------------------
+<span class="gp">==&gt; </span>default: Installation of PredictionIO 
0.12.0-incubating <span class="nb">complete</span>!
+<span class="gp">==&gt; </span>default: IMPORTANT: You still have to start 
PredictionIO and dependencies manually:
+<span class="gp">==&gt; </span>default: Run: <span 
class="s1">'pio-start-all'</span>
+<span class="gp">==&gt; </span>default: Check the status with: <span 
class="s1">'pio status'</span>
+<span class="gp">==&gt; </span>default: Use: <span class="s1">'pio 
[train|deploy|...]'</span> commands
+<span class="gp">==&gt; </span>default: Please report any problems to: 
[email protected]
+<span class="gp">==&gt; </span>default: Documentation at: 
http://predictionio.incubator.apache.org
+<span class="gp">==&gt; </span>default: 
--------------------------------------------------------------------------------
+<span class="gp">==&gt; </span>default: Finish PredictionIO installation.
+</pre></td></tr></tbody></table> </div> <p>That&#39;s it! Now you have a 
PredictionIO VM running!</p><p>Please see the following notes regarding how to 
use PredictionIO VM with vagrant.</p><h2 id='using-the-predictionio-vm' 
class='header-anchors'>Using the PredictionIO VM</h2><h3 id='login-to-the-vm' 
class='header-anchors'>Login to the VM</h3><p>You could ssh to the VM by 
running the following from your host machine in the same directory where you 
run <code>vagrant up</code> (i.e. PredictionIO-Vagrant/)</p><div 
class="highlight shell"><table style="border-spacing: 0"><tbody><tr><td 
class="gutter gl" style="text-align: right"><pre class="lineno">1</pre></td><td 
class="code"><pre><span class="gp">$ </span>vagrant ssh
+</pre></td></tr></tbody></table> </div> <p>Then your console prompt becomes 
something like the following, which means you have logged into the VM:</p><div 
class="highlight shell"><table style="border-spacing: 0"><tbody><tr><td 
class="gutter gl" style="text-align: right"><pre class="lineno">1</pre></td><td 
class="code"><pre>vagrant@vagrant-ubuntu-trusty-64:~<span class="err">$</span>
+</pre></td></tr></tbody></table> </div> <p>One you&#39;ve logged into the VM, 
you can proceed to <a href="/start/download">Choosing an Engine Template</a> or 
continue the QuickStart of the Engine template you have chosen.</p><h3 
id='shutdown-and-bring-up-predictionio-vm-again' 
class='header-anchors'>Shutdown and bring up PredictionIO VM again</h3><p>When 
you are not using PredictionIO VM, you should shut down VM properly, by running 
the following <strong>in the host machine</strong> (not inside VM):</p><div 
class="highlight shell"><table style="border-spacing: 0"><tbody><tr><td 
class="gutter gl" style="text-align: right"><pre class="lineno">1</pre></td><td 
class="code"><pre><span class="gp">$ </span>vagrant halt
+</pre></td></tr></tbody></table> </div> <div class="alert-message 
warning"><p>If you didn&#39;t shut down VM properly or you ran <code>vagrant 
suspend</code>, the VM may go to suspend state. HBase may not be running 
propoerly next time when you run <code>vagrant up.</code> In this case, you can 
always run <code>vagrant halt</code> to do a clean shutdown first before run 
<code>vagrant up</code> again.</p></div><p>Then you can run <code>vagrant 
up</code> again later to bring up the PredicitonIO VM again.</p><div 
class="highlight shell"><table style="border-spacing: 0"><tbody><tr><td 
class="gutter gl" style="text-align: right"><pre class="lineno">1</pre></td><td 
class="code"><pre><span class="gp">$ </span>vagrant up
+</pre></td></tr></tbody></table> </div> <p>When it&#39;s ready, you should see 
the following:</p><div class="highlight shell"><table style="border-spacing: 
0"><tbody><tr><td class="gutter gl" style="text-align: right"><pre 
class="lineno">1
+2
+3
+4
+5
+6</pre></td><td class="code"><pre><span class="gp">==&gt; </span>default: 
--------------------------------------------------------------------------------
+<span class="gp">==&gt; </span>default: PredictionIO VM is up!
+<span class="gp">==&gt; </span>default: You could run <span class="s1">'pio 
status'</span> inside VM <span class="o">(</span><span class="s1">'vagrant 
ssh'</span> to VM first<span class="o">)</span> to confirm <span class="k">if 
</span>PredictionIO is ready.
+<span class="gp">==&gt; </span>default: IMPORTANT: You still have to start the 
eventserver manually <span class="o">(</span>inside VM<span class="o">)</span>:
+<span class="gp">==&gt; </span>default: Run: <span class="s1">'pio 
eventserver'</span>
+<span class="gp">==&gt; </span>default: 
--------------------------------------------------------------------------------
+</pre></td></tr></tbody></table> </div> </div></div></div></div><footer><div 
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Development</span></a></li><li class="level-2"><a class="final" 
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APIs</span></a></li></ul></li><li class="level-1"><a class="expandible" 
href="#"><span>Collecting and Analyzing Data</span></a><ul><li 
class="level-2"><a class=
 "final" href="/datacollection/"><span>Event Server Overview</span></a></li><li 
class="level-2"><a class="final" 
href="/datacollection/eventapi/"><span>Collecting Data with 
REST/SDKs</span></a></li><li class="level-2"><a class="final" 
href="/datacollection/eventmodel/"><span>Events Modeling</span></a></li><li 
class="level-2"><a class="final" 
href="/datacollection/webhooks/"><span>Unifying Multichannel Data with 
Webhooks</span></a></li><li class="level-2"><a class="final" 
href="/datacollection/channel/"><span>Channel</span></a></li><li 
class="level-2"><a class="final" 
href="/datacollection/batchimport/"><span>Importing Data in 
Batch</span></a></li><li class="level-2"><a class="final" 
href="/datacollection/analytics/"><span>Using Analytics 
Tools</span></a></li></ul></li><li class="level-1"><a class="expandible" 
href="#"><span>Choosing an Algorithm(s)</span></a><ul><li class="level-2"><a 
class="final" href="/algorithm/"><span>Built-in Algorithm 
Libraries</span></a></li><li class="level-
 2"><a class="final" href="/algorithm/switch/"><span>Switching to Another 
Algorithm</span></a></li><li class="level-2"><a class="final" 
href="/algorithm/multiple/"><span>Combining Multiple 
Algorithms</span></a></li><li class="level-2"><a class="final" 
href="/algorithm/custom/"><span>Adding Your Own 
Algorithms</span></a></li></ul></li><li class="level-1"><a class="expandible" 
href="#"><span>ML Tuning and Evaluation</span></a><ul><li class="level-2"><a 
class="final" href="/evaluation/"><span>Overview</span></a></li><li 
class="level-2"><a class="final" 
href="/evaluation/paramtuning/"><span>Hyperparameter Tuning</span></a></li><li 
class="level-2"><a class="final" 
href="/evaluation/evaluationdashboard/"><span>Evaluation 
Dashboard</span></a></li><li class="level-2"><a class="final" 
href="/evaluation/metricchoose/"><span>Choosing Evaluation 
Metrics</span></a></li><li class="level-2"><a class="final" 
href="/evaluation/metricbuild/"><span>Building Evaluation 
Metrics</span></a></li></ul></li><
 li class="level-1"><a class="expandible" href="#"><span>System 
Architecture</span></a><ul><li class="level-2"><a class="final" 
href="/system/"><span>Architecture Overview</span></a></li><li 
class="level-2"><a class="final" href="/system/anotherdatastore/"><span>Using 
Another Data Store</span></a></li></ul></li><li class="level-1"><a 
class="expandible" href="#"><span>PredictionIO Official 
Templates</span></a><ul><li class="level-2"><a class="final" 
href="/templates/"><span>Intro</span></a></li><li class="level-2"><a 
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Start</span></a></li><li class="level-3"><a class="final" 
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class="level-3"><a class="final" 
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Explained</span></a></li><li class="level-3"><a class="final" 
href="/templates/recommendation/how
 -to/"><span>How-To</span></a></li><li class="level-3"><a class="final" 
href="/templates/recommendation/reading-custom-events/"><span>Read Custom 
Events</span></a></li><li class="level-3"><a class="final" 
href="/templates/recommendation/customize-data-prep/"><span>Customize Data 
Preparator</span></a></li><li class="level-3"><a class="final" 
href="/templates/recommendation/customize-serving/"><span>Customize 
Serving</span></a></li><li class="level-3"><a class="final" 
href="/templates/recommendation/training-with-implicit-preference/"><span>Train 
with Implicit Preference</span></a></li><li class="level-3"><a class="final" 
href="/templates/recommendation/blacklist-items/"><span>Filter Recommended 
Items by Blacklist in Query</span></a></li><li class="level-3"><a class="final" 
href="/templates/recommendation/batch-evaluator/"><span>Batch Persistable 
Evaluator</span></a></li></ul></li><li class="level-2"><a class="expandible" 
href="#"><span>E-Commerce Recommendation</span></a><ul><li class
 ="level-3"><a class="final" 
href="/templates/ecommercerecommendation/quickstart/"><span>Quick 
Start</span></a></li><li class="level-3"><a class="final" 
href="/templates/ecommercerecommendation/dase/"><span>DASE</span></a></li><li 
class="level-3"><a class="final" 
href="/templates/ecommercerecommendation/how-to/"><span>How-To</span></a></li><li
 class="level-3"><a class="final" 
href="/templates/ecommercerecommendation/train-with-rate-event/"><span>Train 
with Rate Event</span></a></li><li class="level-3"><a class="final" 
href="/templates/ecommercerecommendation/adjust-score/"><span>Adjust 
Score</span></a></li></ul></li><li class="level-2"><a class="expandible" 
href="#"><span>Similar Product</span></a><ul><li class="level-3"><a 
class="final" href="/templates/similarproduct/quickstart/"><span>Quick 
Start</span></a></li><li class="level-3"><a class="final" 
href="/templates/similarproduct/dase/"><span>DASE</span></a></li><li 
class="level-3"><a class="final" href="/templates/similarproduct/h
 ow-to/"><span>How-To</span></a></li><li class="level-3"><a class="final" 
href="/templates/similarproduct/multi-events-multi-algos/"><span>Multiple 
Events and Multiple Algorithms</span></a></li><li class="level-3"><a 
class="final" 
href="/templates/similarproduct/return-item-properties/"><span>Returns Item 
Properties</span></a></li><li class="level-3"><a class="final" 
href="/templates/similarproduct/train-with-rate-event/"><span>Train with Rate 
Event</span></a></li><li class="level-3"><a class="final" 
href="/templates/similarproduct/rid-user-set-event/"><span>Get Rid of Events 
for Users</span></a></li><li class="level-3"><a class="final" 
href="/templates/similarproduct/recommended-user/"><span>Recommend 
Users</span></a></li></ul></li><li class="level-2"><a class="expandible" 
href="#"><span>Classification</span></a><ul><li class="level-3"><a 
class="final" href="/templates/classification/quickstart/"><span>Quick 
Start</span></a></li><li class="level-3"><a class="final" href="/templates/
 classification/dase/"><span>DASE</span></a></li><li class="level-3"><a 
class="final" 
href="/templates/classification/how-to/"><span>How-To</span></a></li><li 
class="level-3"><a class="final" 
href="/templates/classification/add-algorithm/"><span>Use Alternative 
Algorithm</span></a></li><li class="level-3"><a class="final" 
href="/templates/classification/reading-custom-properties/"><span>Read Custom 
Properties</span></a></li></ul></li></ul></li><li class="level-1"><a 
class="expandible" href="#"><span>Engine Template Gallery</span></a><ul><li 
class="level-2"><a class="final" 
href="/gallery/template-gallery/"><span>Browse</span></a></li><li 
class="level-2"><a class="final" 
href="/community/submit-template/"><span>Submit your Engine as a 
Template</span></a></li></ul></li><li class="level-1"><a class="expandible" 
href="#"><span>Demo Tutorials</span></a><ul><li class="level-2"><a 
class="final" href="/demo/tapster/"><span>Comics Recommendation 
Demo</span></a></li><li class="level-2"><a clas
 s="final" href="/demo/community/"><span>Community Contributed 
Demo</span></a></li><li class="level-2"><a class="final" 
href="/demo/textclassification/"><span>Text Classification Engine 
Tutorial</span></a></li></ul></li><li class="level-1"><a class="expandible" 
href="/community/"><span>Getting Involved</span></a><ul><li class="level-2"><a 
class="final" href="/community/contribute-code/"><span>Contribute 
Code</span></a></li><li class="level-2"><a class="final" 
href="/community/contribute-documentation/"><span>Contribute 
Documentation</span></a></li><li class="level-2"><a class="final" 
href="/community/contribute-sdk/"><span>Contribute a SDK</span></a></li><li 
class="level-2"><a class="final" 
href="/community/contribute-webhook/"><span>Contribute a 
Webhook</span></a></li><li class="level-2"><a class="final" 
href="/community/projects/"><span>Community 
Projects</span></a></li></ul></li><li class="level-1"><a class="expandible" 
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 >href="/support/"><span>Support</span></a></li></ul></li><li 
 >class="level-1"><a class="expandible" 
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 >href="/cli/"><span>Command-line Interface</span></a></li><li 
 >class="level-2"><a class="final" href="/resources/release/"><span>Release 
 >Cadence</span></a></li><li class="level-2"><a class="final" 
 >href="/resources/intellij/"><span>Developing Engines with IntelliJ 
 >IDEA</span></a></li><li class="level-2"><a class="final" 
 >href="/resources/upgrade/"><span>Upgrade Instructions</span></a></li><li 
 >class="level-2"><a class="final" 
 >href="/resources/glossary/"><span>Glossary</span></a></li></ul></li><li 
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 >Foundation</span></a><ul><li class="level-2"><a class="final" 
 >href="https://www.apache.org/";><span>Apache Homepage</span></a></li><li 
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 class="final" 
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 class="col-md-9 col-sm-12"><div class="content-header hidden-md 
hidden-lg"><div id="page-title"><h1>Launching PredictionIO on 
AWS</h1></div></div><div id="table-of-content-wrapper"><h5>On this 
page</h5><aside id="table-of-contents"><ul> <li> <a 
href="#prerequisites">Prerequisites</a> </li> <li> <a 
href="#access-aws-marketplace">Access AWS Marketplace</a> </li> <li> <a 
href="#using-1-click-launch">Using 1-Click Launch</a> </li> <li> <a 
href="#setting-security-group">Setting Security Group</a> </li> <li> <a 
href="#start-using
 -predictionio">Start Using PredictionIO</a> </li> </ul> </aside><hr/><a 
id="edit-page-link" 
href="https://github.com/apache/incubator-predictionio/tree/livedoc/docs/manual/source/install/launch-aws.html.md.erb";><img
 src="/images/icons/edit-pencil-d6c1bb3d.png"/>Edit this page</a></div><div 
class="content-header hidden-sm hidden-xs"><div id="page-title"><h1>Launching 
PredictionIO on AWS</h1></div></div><div class="content"> <p>Deploying 
PredictionIO on Amazon Web Services is extremely easy thanks to AWS 
Marketplace. As long as you have access to AWS, you can launch a ready-to-use 
PredictionIO Amazon EC2 instance with a single click.</p><h2 id='prerequisites' 
class='header-anchors'>Prerequisites</h2> <ul> <li>Amazon Web Services 
account</li> <li>Amazon EC2</li> </ul> <h2 id='access-aws-marketplace' 
class='header-anchors'>Access AWS Marketplace</h2><p>Visit <a 
href="https://aws.amazon.com/marketplace/pp/B00RPIFSYS/";>PredictionIO 
product&#39;s page on AWS Marketplace</a> and sign in wit
 h your AWS account.</p><h2 id='using-1-click-launch' 
class='header-anchors'>Using 1-Click Launch</h2><p>You should see the following 
screen after you have logged in.</p><p><img alt="alt text" 
src="/images/awsm-product-1be37f9d.png"/></p><p>Under the big yellow 
&quot;Continue&quot; botton, select the region where you want to launch the 
PredictionIO EC2 instance, then click &quot;Continue&quot;.</p><p><img alt="alt 
text" src="/images/awsm-1click-9d9ac1c4.png"/></p><p>Review your instance&#39;s 
settings before launching. For quick prototyping work, we recommend using the 
&quot;memory optimized&quot; instances for the cheapest memory configurations 
at least the &quot;Memory Optimized R3 (r3.large)&quot; or for larger datasets 
the &quot;(r3.xlarge)&quot;.</p><h2 id='setting-security-group' 
class='header-anchors'>Setting Security Group</h2><p>The default security 
group, marked by &quot;AutogenByAWSMP&quot;, has the following ports opened to 
public:</p> <ul> <li>22 (SSH)</li> <li>7070 (Pre
 dictionIO Event Server)</li> <li>8000 (PredictionIO Server)</li> <li>8080 
(Spark Master)</li> <li>9200 (Elasticsearch)</li> </ul> <h2 
id='start-using-predictionio' class='header-anchors'>Start Using 
PredictionIO</h2><p>It may take a few minutes after the EC2 instance has 
launched for all PredictionIO components to become ready. When they are ready, 
you may connect to your instance, see <a 
href="http://docs.aws.amazon.com/AWSEC2/latest/UserGuide/ec2-connect-to-instance-linux.html";>AWS
 documentation</a> for more details.</p><p>Once you connect to your instance, 
you can find PredictionIO at <code>/opt/PredictionIO</code> and the binary 
command path is <code>/opt/PredictionIO/bin</code>.</p> <p>You can proceed to 
<a href="/start/download">Choosing an Engine Template</a>, or continue the 
QuickStart guide of the Engine template if you have already chosen one.</p> 
<div class="alert-message note"><p>The AWS instance will have all PredictionIO 
components automatically started for you, so you
  could safely skip the <strong>pio-start-all</strong> command as described in 
QuickStart.</p></div></div></div></div></div><footer><div 
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all newly accepted projects until a further review indicates that the 
infrastructure, communications, and decision making process have stabilized in 
a manner consistent with other successful ASF projects. While incubation status 
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class="level-2"><a class="final" href="/install/"><span>Installing Apache 
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href="/start/download/"><span>Downloading an Engine Template</span></a></li><li 
class="level-2"><a class="final" href="/start/deploy/"><span>Deploying Your 
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class="level-2"><a class="final" href="/deploy/monitoring/"><span>Monitoring 
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 ="level-2"><a class="final" href="/deploy/engineparams/"><span>Setting Engine 
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href="/deploy/enginevariants/"><span>Deploying Multiple Engine 
Variants</span></a></li></ul></li><li class="level-1"><a class="expandible" 
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class="final" href="/customize/"><span>Learning DASE</span></a></li><li 
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href="/customize/troubleshooting/"><span>Troubleshooting Engine 
Development</span></a></li><li class="level-2"><a class="final" 
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APIs</span></a></li></ul></li><li class="level-1"><a class="expandible" 
href="#"><span>Collecting and Analyzing Data</span></a><ul><li 
class="level-2"><a class="final" href="/datacollection/"><span>Event Server 
Overview</span></a></li><li class="level-2"><a class="
 final" href="/datacollection/eventapi/"><span>Collecting Data with 
REST/SDKs</span></a></li><li class="level-2"><a class="final" 
href="/datacollection/eventmodel/"><span>Events Modeling</span></a></li><li 
class="level-2"><a class="final" 
href="/datacollection/webhooks/"><span>Unifying Multichannel Data with 
Webhooks</span></a></li><li class="level-2"><a class="final" 
href="/datacollection/channel/"><span>Channel</span></a></li><li 
class="level-2"><a class="final" 
href="/datacollection/batchimport/"><span>Importing Data in 
Batch</span></a></li><li class="level-2"><a class="final" 
href="/datacollection/analytics/"><span>Using Analytics 
Tools</span></a></li></ul></li><li class="level-1"><a class="expandible" 
href="#"><span>Choosing an Algorithm(s)</span></a><ul><li class="level-2"><a 
class="final" href="/algorithm/"><span>Built-in Algorithm 
Libraries</span></a></li><li class="level-2"><a class="final" 
href="/algorithm/switch/"><span>Switching to Another 
Algorithm</span></a></li><li cla
 ss="level-2"><a class="final" href="/algorithm/multiple/"><span>Combining 
Multiple Algorithms</span></a></li><li class="level-2"><a class="final" 
href="/algorithm/custom/"><span>Adding Your Own 
Algorithms</span></a></li></ul></li><li class="level-1"><a class="expandible" 
href="#"><span>ML Tuning and Evaluation</span></a><ul><li class="level-2"><a 
class="final" href="/evaluation/"><span>Overview</span></a></li><li 
class="level-2"><a class="final" 
href="/evaluation/paramtuning/"><span>Hyperparameter Tuning</span></a></li><li 
class="level-2"><a class="final" 
href="/evaluation/evaluationdashboard/"><span>Evaluation 
Dashboard</span></a></li><li class="level-2"><a class="final" 
href="/evaluation/metricchoose/"><span>Choosing Evaluation 
Metrics</span></a></li><li class="level-2"><a class="final" 
href="/evaluation/metricbuild/"><span>Building Evaluation 
Metrics</span></a></li></ul></li><li class="level-1"><a class="expandible" 
href="#"><span>System Architecture</span></a><ul><li class="leve
 l-2"><a class="final" href="/system/"><span>Architecture 
Overview</span></a></li><li class="level-2"><a class="final" 
href="/system/anotherdatastore/"><span>Using Another Data 
Store</span></a></li></ul></li><li class="level-1"><a class="expandible" 
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class="level-3"><a class="final" href="/templates/recommendation/re
 ading-custom-events/"><span>Read Custom Events</span></a></li><li 
class="level-3"><a class="final" 
href="/templates/recommendation/customize-data-prep/"><span>Customize Data 
Preparator</span></a></li><li class="level-3"><a class="final" 
href="/templates/recommendation/customize-serving/"><span>Customize 
Serving</span></a></li><li class="level-3"><a class="final" 
href="/templates/recommendation/training-with-implicit-preference/"><span>Train 
with Implicit Preference</span></a></li><li class="level-3"><a class="final" 
href="/templates/recommendation/blacklist-items/"><span>Filter Recommended 
Items by Blacklist in Query</span></a></li><li class="level-3"><a class="final" 
href="/templates/recommendation/batch-evaluator/"><span>Batch Persistable 
Evaluator</span></a></li></ul></li><li class="level-2"><a class="expandible" 
href="#"><span>E-Commerce Recommendation</span></a><ul><li class="level-3"><a 
class="final" href="/templates/ecommercerecommendation/quickstart/"><span>Quick 
Start</span
 ></a></li><li class="level-3"><a class="final" 
 >href="/templates/ecommercerecommendation/dase/"><span>DASE</span></a></li><li 
 >class="level-3"><a class="final" 
 >href="/templates/ecommercerecommendation/how-to/"><span>How-To</span></a></li><li
 > class="level-3"><a class="final" 
 >href="/templates/ecommercerecommendation/train-with-rate-event/"><span>Train 
 >with Rate Event</span></a></li><li class="level-3"><a class="final" 
 >href="/templates/ecommercerecommendation/adjust-score/"><span>Adjust 
 >Score</span></a></li></ul></li><li class="level-2"><a class="expandible" 
 >href="#"><span>Similar Product</span></a><ul><li class="level-3"><a 
 >class="final" href="/templates/similarproduct/quickstart/"><span>Quick 
 >Start</span></a></li><li class="level-3"><a class="final" 
 >href="/templates/similarproduct/dase/"><span>DASE</span></a></li><li 
 >class="level-3"><a class="final" 
 >href="/templates/similarproduct/how-to/"><span>How-To</span></a></li><li 
 >class="level-3"><a class="final" href="/templates/similarproduct/
 multi-events-multi-algos/"><span>Multiple Events and Multiple 
Algorithms</span></a></li><li class="level-3"><a class="final" 
href="/templates/similarproduct/return-item-properties/"><span>Returns Item 
Properties</span></a></li><li class="level-3"><a class="final" 
href="/templates/similarproduct/train-with-rate-event/"><span>Train with Rate 
Event</span></a></li><li class="level-3"><a class="final" 
href="/templates/similarproduct/rid-user-set-event/"><span>Get Rid of Events 
for Users</span></a></li><li class="level-3"><a class="final" 
href="/templates/similarproduct/recommended-user/"><span>Recommend 
Users</span></a></li></ul></li><li class="level-2"><a class="expandible" 
href="#"><span>Classification</span></a><ul><li class="level-3"><a 
class="final" href="/templates/classification/quickstart/"><span>Quick 
Start</span></a></li><li class="level-3"><a class="final" 
href="/templates/classification/dase/"><span>DASE</span></a></li><li 
class="level-3"><a class="final" href="/templates/cla
 ssification/how-to/"><span>How-To</span></a></li><li class="level-3"><a 
class="final" href="/templates/classification/add-algorithm/"><span>Use 
Alternative Algorithm</span></a></li><li class="level-3"><a class="final" 
href="/templates/classification/reading-custom-properties/"><span>Read Custom 
Properties</span></a></li></ul></li></ul></li><li class="level-1"><a 
class="expandible" href="#"><span>Engine Template Gallery</span></a><ul><li 
class="level-2"><a class="final" 
href="/gallery/template-gallery/"><span>Browse</span></a></li><li 
class="level-2"><a class="final" 
href="/community/submit-template/"><span>Submit your Engine as a 
Template</span></a></li></ul></li><li class="level-1"><a class="expandible" 
href="#"><span>Demo Tutorials</span></a><ul><li class="level-2"><a 
class="final" href="/demo/tapster/"><span>Comics Recommendation 
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Engine Tutorial</span></a></li></ul></li><li class="level-1"><a 
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