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Submitted URL: https://links.cloudera.com/t/102807/c/25df1c25-d359-4451-99d1-46146544f17d/NB2HI4DTHIXS653XO4XGG3DPOVSGK4TBFZRW63JPOR2XI33S...
Effective URL: https://www.cloudera.com/tutorials/cml-build-deploy-and-access-a-model.html
Submission: On November 24 via api from SE — Scanned from DE
Effective URL: https://www.cloudera.com/tutorials/cml-build-deploy-and-access-a-model.html
Submission: On November 24 via api from SE — Scanned from DE
Form analysis 2 forms found in the DOM
Name: marketing-register — POST
<form data-errors="block" id="marketing-form" method="post" name="marketing-register" data-pardot-post="2019-08-27/26yyl47" novalidate="novalidate">
<fieldset>
<div id="mk-linked-in-camp">
<script src="https://www.linkedin.com/autofill/js/autofill.js" type="text/javascript" async=""></script><span class="IN-widget" style="line-height: 1; vertical-align: baseline; display: inline-block;"><span
style="padding: 0 !important; margin: 0 !important; text-indent: 0 !important; display: inline-block !important; vertical-align: baseline !important; font-size: 1px !important;"><iframe frameborder="0"
style="width: 195px; height: 63px; display: inline-block;" title="LinkedIn auto fill" src="https://www.linkedin.com/autofill/"></iframe></span></span>
<script type="IN/Form2" data-form="marketing-form" data-field-firstname="firstname" data-field-lastname="lastname" data-field-phone="businessPhone" data-field-title="jobTitle" data-field-company="company">
</script>
</div>
<div class="registeronethird">
<label class="control-label" for="firstName"> First Name </label>
<div class="controls">
<input class="required" data-validation="required,maxlength[50],alpha" id="mk-firstName" name="firstName" type="text" aria-required="true">
</div>
</div>
<input data-validation="required,maxlength[50],alpha" id="mk-middleName" name="middleName" type="text">
<div class="registeronethird">
<label class="control-label" for="lastName"> Last Name </label>
<div class="controls">
<input class="required" data-validation="required,maxlength[50],alpha" id="mk-lastName" name="lastName" type="text" aria-required="true">
</div>
</div>
<div class=" registeronethird">
<label class="control-label" for="jobTitle"> Job Title </label>
<div class="controls">
<input class="required ui-autocomplete-input" data-validation="required" id="mk-job-title" name="jobTitle" type="text" aria-required="true" autocomplete="off">
</div>
</div>
<div class=" registeronethird">
<label class="control-label" for="emailAddress"> Business Email </label>
<div class="controls">
<input class="required" data-validation="required,maxlength[50],email" id="emailAddress" name="emailAddress" type="text" aria-required="true">
</div>
</div>
<div class="registeronethird">
<label class="control-label" for="company"> Company </label>
<div class="controls">
<input class="required" data-validation="required,maxlength[50],alpha" id="company" name="company" type="text" aria-required="true">
</div>
</div>
<div class="registeronethird">
<label class="control-label" for="phone"> Phone </label>
<div class="controls">
<div class="intl-tel-input allow-dropdown separate-dial-code iti-sdc-3">
<div class="flag-container">
<div class="selected-flag" tabindex="0" title="Germany (Deutschland): +49">
<div class="iti-flag de"></div>
<div class="selected-dial-code">+49</div>
<div class="iti-arrow"></div>
</div>
<ul class="country-list hide">
<li class="country preferred" data-dial-code="1" data-country-code="us">
<div class="flag-box">
<div class="iti-flag us"></div>
</div><span class="country-name">United States</span><span class="dial-code">+1</span>
</li>
<li class="country preferred" data-dial-code="44" data-country-code="gb">
<div class="flag-box">
<div class="iti-flag gb"></div>
</div><span class="country-name">United Kingdom</span><span class="dial-code">+44</span>
</li>
<li class="country preferred" data-dial-code="61" data-country-code="au">
<div class="flag-box">
<div class="iti-flag au"></div>
</div><span class="country-name">Australia</span><span class="dial-code">+61</span>
</li>
<li class="country preferred" data-dial-code="33" data-country-code="fr">
<div class="flag-box">
<div class="iti-flag fr"></div>
</div><span class="country-name">France</span><span class="dial-code">+33</span>
</li>
<li class="country preferred active" data-dial-code="49" data-country-code="de">
<div class="flag-box">
<div class="iti-flag de"></div>
</div><span class="country-name">Germany (Deutschland)</span><span class="dial-code">+49</span>
</li>
<li class="country preferred" data-dial-code="39" data-country-code="it">
<div class="flag-box">
<div class="iti-flag it"></div>
</div><span class="country-name">Italy (Italia)</span><span class="dial-code">+39</span>
</li>
<li class="country preferred" data-dial-code="82" data-country-code="kr">
<div class="flag-box">
<div class="iti-flag kr"></div>
</div><span class="country-name">South Korea (대한민국)</span><span class="dial-code">+82</span>
</li>
<li class="country preferred" data-dial-code="86" data-country-code="cn">
<div class="flag-box">
<div class="iti-flag cn"></div>
</div><span class="country-name">China (中国)</span><span class="dial-code">+86</span>
</li>
<li class="country preferred" data-dial-code="81" data-country-code="jp">
<div class="flag-box">
<div class="iti-flag jp"></div>
</div><span class="country-name">Japan (日本)</span><span class="dial-code">+81</span>
</li>
<li class="divider"></li>
<li class="country" data-dial-code="93" data-country-code="af">
<div class="flag-box">
<div class="iti-flag af"></div>
</div><span class="country-name">Afghanistan (افغانستان)</span><span class="dial-code">+93</span>
</li>
<li class="country" data-dial-code="355" data-country-code="al">
<div class="flag-box">
<div class="iti-flag al"></div>
</div><span class="country-name">Albania (Shqipëri)</span><span class="dial-code">+355</span>
</li>
<li class="country" data-dial-code="213" data-country-code="dz">
<div class="flag-box">
<div class="iti-flag dz"></div>
</div><span class="country-name">Algeria (الجزائر)</span><span class="dial-code">+213</span>
</li>
<li class="country" data-dial-code="1684" data-country-code="as">
<div class="flag-box">
<div class="iti-flag as"></div>
</div><span class="country-name">American Samoa</span><span class="dial-code">+1684</span>
</li>
<li class="country" data-dial-code="376" data-country-code="ad">
<div class="flag-box">
<div class="iti-flag ad"></div>
</div><span class="country-name">Andorra</span><span class="dial-code">+376</span>
</li>
<li class="country" data-dial-code="244" data-country-code="ao">
<div class="flag-box">
<div class="iti-flag ao"></div>
</div><span class="country-name">Angola</span><span class="dial-code">+244</span>
</li>
<li class="country" data-dial-code="1264" data-country-code="ai">
<div class="flag-box">
<div class="iti-flag ai"></div>
</div><span class="country-name">Anguilla</span><span class="dial-code">+1264</span>
</li>
<li class="country" data-dial-code="1268" data-country-code="ag">
<div class="flag-box">
<div class="iti-flag ag"></div>
</div><span class="country-name">Antigua and Barbuda</span><span class="dial-code">+1268</span>
</li>
<li class="country" data-dial-code="54" data-country-code="ar">
<div class="flag-box">
<div class="iti-flag ar"></div>
</div><span class="country-name">Argentina</span><span class="dial-code">+54</span>
</li>
<li class="country" data-dial-code="374" data-country-code="am">
<div class="flag-box">
<div class="iti-flag am"></div>
</div><span class="country-name">Armenia (Հայաստան)</span><span class="dial-code">+374</span>
</li>
<li class="country" data-dial-code="297" data-country-code="aw">
<div class="flag-box">
<div class="iti-flag aw"></div>
</div><span class="country-name">Aruba</span><span class="dial-code">+297</span>
</li>
<li class="country" data-dial-code="61" data-country-code="au">
<div class="flag-box">
<div class="iti-flag au"></div>
</div><span class="country-name">Australia</span><span class="dial-code">+61</span>
</li>
<li class="country" data-dial-code="43" data-country-code="at">
<div class="flag-box">
<div class="iti-flag at"></div>
</div><span class="country-name">Austria (Österreich)</span><span class="dial-code">+43</span>
</li>
<li class="country" data-dial-code="994" data-country-code="az">
<div class="flag-box">
<div class="iti-flag az"></div>
</div><span class="country-name">Azerbaijan (Azərbaycan)</span><span class="dial-code">+994</span>
</li>
<li class="country" data-dial-code="1242" data-country-code="bs">
<div class="flag-box">
<div class="iti-flag bs"></div>
</div><span class="country-name">Bahamas</span><span class="dial-code">+1242</span>
</li>
<li class="country" data-dial-code="973" data-country-code="bh">
<div class="flag-box">
<div class="iti-flag bh"></div>
</div><span class="country-name">Bahrain (البحرين)</span><span class="dial-code">+973</span>
</li>
<li class="country" data-dial-code="880" data-country-code="bd">
<div class="flag-box">
<div class="iti-flag bd"></div>
</div><span class="country-name">Bangladesh (বাংলাদেশ)</span><span class="dial-code">+880</span>
</li>
<li class="country" data-dial-code="1246" data-country-code="bb">
<div class="flag-box">
<div class="iti-flag bb"></div>
</div><span class="country-name">Barbados</span><span class="dial-code">+1246</span>
</li>
<li class="country" data-dial-code="375" data-country-code="by">
<div class="flag-box">
<div class="iti-flag by"></div>
</div><span class="country-name">Belarus (Беларусь)</span><span class="dial-code">+375</span>
</li>
<li class="country" data-dial-code="32" data-country-code="be">
<div class="flag-box">
<div class="iti-flag be"></div>
</div><span class="country-name">Belgium (België)</span><span class="dial-code">+32</span>
</li>
<li class="country" data-dial-code="501" data-country-code="bz">
<div class="flag-box">
<div class="iti-flag bz"></div>
</div><span class="country-name">Belize</span><span class="dial-code">+501</span>
</li>
<li class="country" data-dial-code="229" data-country-code="bj">
<div class="flag-box">
<div class="iti-flag bj"></div>
</div><span class="country-name">Benin (Bénin)</span><span class="dial-code">+229</span>
</li>
<li class="country" data-dial-code="1441" data-country-code="bm">
<div class="flag-box">
<div class="iti-flag bm"></div>
</div><span class="country-name">Bermuda</span><span class="dial-code">+1441</span>
</li>
<li class="country" data-dial-code="975" data-country-code="bt">
<div class="flag-box">
<div class="iti-flag bt"></div>
</div><span class="country-name">Bhutan (འབྲུག)</span><span class="dial-code">+975</span>
</li>
<li class="country" data-dial-code="591" data-country-code="bo">
<div class="flag-box">
<div class="iti-flag bo"></div>
</div><span class="country-name">Bolivia</span><span class="dial-code">+591</span>
</li>
<li class="country" data-dial-code="387" data-country-code="ba">
<div class="flag-box">
<div class="iti-flag ba"></div>
</div><span class="country-name">Bosnia and Herzegovina (Босна и Херцеговина)</span><span class="dial-code">+387</span>
</li>
<li class="country" data-dial-code="267" data-country-code="bw">
<div class="flag-box">
<div class="iti-flag bw"></div>
</div><span class="country-name">Botswana</span><span class="dial-code">+267</span>
</li>
<li class="country" data-dial-code="55" data-country-code="br">
<div class="flag-box">
<div class="iti-flag br"></div>
</div><span class="country-name">Brazil (Brasil)</span><span class="dial-code">+55</span>
</li>
<li class="country" data-dial-code="246" data-country-code="io">
<div class="flag-box">
<div class="iti-flag io"></div>
</div><span class="country-name">British Indian Ocean Territory</span><span class="dial-code">+246</span>
</li>
<li class="country" data-dial-code="1284" data-country-code="vg">
<div class="flag-box">
<div class="iti-flag vg"></div>
</div><span class="country-name">British Virgin Islands</span><span class="dial-code">+1284</span>
</li>
<li class="country" data-dial-code="673" data-country-code="bn">
<div class="flag-box">
<div class="iti-flag bn"></div>
</div><span class="country-name">Brunei</span><span class="dial-code">+673</span>
</li>
<li class="country" data-dial-code="359" data-country-code="bg">
<div class="flag-box">
<div class="iti-flag bg"></div>
</div><span class="country-name">Bulgaria (България)</span><span class="dial-code">+359</span>
</li>
<li class="country" data-dial-code="226" data-country-code="bf">
<div class="flag-box">
<div class="iti-flag bf"></div>
</div><span class="country-name">Burkina Faso</span><span class="dial-code">+226</span>
</li>
<li class="country" data-dial-code="257" data-country-code="bi">
<div class="flag-box">
<div class="iti-flag bi"></div>
</div><span class="country-name">Burundi (Uburundi)</span><span class="dial-code">+257</span>
</li>
<li class="country" data-dial-code="855" data-country-code="kh">
<div class="flag-box">
<div class="iti-flag kh"></div>
</div><span class="country-name">Cambodia (កម្ពុជា)</span><span class="dial-code">+855</span>
</li>
<li class="country" data-dial-code="237" data-country-code="cm">
<div class="flag-box">
<div class="iti-flag cm"></div>
</div><span class="country-name">Cameroon (Cameroun)</span><span class="dial-code">+237</span>
</li>
<li class="country" data-dial-code="1" data-country-code="ca">
<div class="flag-box">
<div class="iti-flag ca"></div>
</div><span class="country-name">Canada</span><span class="dial-code">+1</span>
</li>
<li class="country" data-dial-code="238" data-country-code="cv">
<div class="flag-box">
<div class="iti-flag cv"></div>
</div><span class="country-name">Cape Verde (Kabu Verdi)</span><span class="dial-code">+238</span>
</li>
<li class="country" data-dial-code="599" data-country-code="bq">
<div class="flag-box">
<div class="iti-flag bq"></div>
</div><span class="country-name">Caribbean Netherlands</span><span class="dial-code">+599</span>
</li>
<li class="country" data-dial-code="1345" data-country-code="ky">
<div class="flag-box">
<div class="iti-flag ky"></div>
</div><span class="country-name">Cayman Islands</span><span class="dial-code">+1345</span>
</li>
<li class="country" data-dial-code="236" data-country-code="cf">
<div class="flag-box">
<div class="iti-flag cf"></div>
</div><span class="country-name">Central African Republic (République centrafricaine)</span><span class="dial-code">+236</span>
</li>
<li class="country" data-dial-code="235" data-country-code="td">
<div class="flag-box">
<div class="iti-flag td"></div>
</div><span class="country-name">Chad (Tchad)</span><span class="dial-code">+235</span>
</li>
<li class="country" data-dial-code="56" data-country-code="cl">
<div class="flag-box">
<div class="iti-flag cl"></div>
</div><span class="country-name">Chile</span><span class="dial-code">+56</span>
</li>
<li class="country" data-dial-code="86" data-country-code="cn">
<div class="flag-box">
<div class="iti-flag cn"></div>
</div><span class="country-name">China (中国)</span><span class="dial-code">+86</span>
</li>
<li class="country" data-dial-code="61" data-country-code="cx">
<div class="flag-box">
<div class="iti-flag cx"></div>
</div><span class="country-name">Christmas Island</span><span class="dial-code">+61</span>
</li>
<li class="country" data-dial-code="61" data-country-code="cc">
<div class="flag-box">
<div class="iti-flag cc"></div>
</div><span class="country-name">Cocos (Keeling) Islands</span><span class="dial-code">+61</span>
</li>
<li class="country" data-dial-code="57" data-country-code="co">
<div class="flag-box">
<div class="iti-flag co"></div>
</div><span class="country-name">Colombia</span><span class="dial-code">+57</span>
</li>
<li class="country" data-dial-code="269" data-country-code="km">
<div class="flag-box">
<div class="iti-flag km"></div>
</div><span class="country-name">Comoros (جزر القمر)</span><span class="dial-code">+269</span>
</li>
<li class="country" data-dial-code="243" data-country-code="cd">
<div class="flag-box">
<div class="iti-flag cd"></div>
</div><span class="country-name">Congo (DRC) (Jamhuri ya Kidemokrasia ya Kongo)</span><span class="dial-code">+243</span>
</li>
<li class="country" data-dial-code="242" data-country-code="cg">
<div class="flag-box">
<div class="iti-flag cg"></div>
</div><span class="country-name">Congo (Republic) (Congo-Brazzaville)</span><span class="dial-code">+242</span>
</li>
<li class="country" data-dial-code="682" data-country-code="ck">
<div class="flag-box">
<div class="iti-flag ck"></div>
</div><span class="country-name">Cook Islands</span><span class="dial-code">+682</span>
</li>
<li class="country" data-dial-code="506" data-country-code="cr">
<div class="flag-box">
<div class="iti-flag cr"></div>
</div><span class="country-name">Costa Rica</span><span class="dial-code">+506</span>
</li>
<li class="country" data-dial-code="225" data-country-code="ci">
<div class="flag-box">
<div class="iti-flag ci"></div>
</div><span class="country-name">Côte d’Ivoire</span><span class="dial-code">+225</span>
</li>
<li class="country" data-dial-code="385" data-country-code="hr">
<div class="flag-box">
<div class="iti-flag hr"></div>
</div><span class="country-name">Croatia (Hrvatska)</span><span class="dial-code">+385</span>
</li>
<li class="country" data-dial-code="599" data-country-code="cw">
<div class="flag-box">
<div class="iti-flag cw"></div>
</div><span class="country-name">Curaçao</span><span class="dial-code">+599</span>
</li>
<li class="country" data-dial-code="357" data-country-code="cy">
<div class="flag-box">
<div class="iti-flag cy"></div>
</div><span class="country-name">Cyprus (Κύπρος)</span><span class="dial-code">+357</span>
</li>
<li class="country" data-dial-code="420" data-country-code="cz">
<div class="flag-box">
<div class="iti-flag cz"></div>
</div><span class="country-name">Czech Republic (Česká republika)</span><span class="dial-code">+420</span>
</li>
<li class="country" data-dial-code="45" data-country-code="dk">
<div class="flag-box">
<div class="iti-flag dk"></div>
</div><span class="country-name">Denmark (Danmark)</span><span class="dial-code">+45</span>
</li>
<li class="country" data-dial-code="253" data-country-code="dj">
<div class="flag-box">
<div class="iti-flag dj"></div>
</div><span class="country-name">Djibouti</span><span class="dial-code">+253</span>
</li>
<li class="country" data-dial-code="1767" data-country-code="dm">
<div class="flag-box">
<div class="iti-flag dm"></div>
</div><span class="country-name">Dominica</span><span class="dial-code">+1767</span>
</li>
<li class="country" data-dial-code="1" data-country-code="do">
<div class="flag-box">
<div class="iti-flag do"></div>
</div><span class="country-name">Dominican Republic (República Dominicana)</span><span class="dial-code">+1</span>
</li>
<li class="country" data-dial-code="593" data-country-code="ec">
<div class="flag-box">
<div class="iti-flag ec"></div>
</div><span class="country-name">Ecuador</span><span class="dial-code">+593</span>
</li>
<li class="country" data-dial-code="20" data-country-code="eg">
<div class="flag-box">
<div class="iti-flag eg"></div>
</div><span class="country-name">Egypt (مصر)</span><span class="dial-code">+20</span>
</li>
<li class="country" data-dial-code="503" data-country-code="sv">
<div class="flag-box">
<div class="iti-flag sv"></div>
</div><span class="country-name">El Salvador</span><span class="dial-code">+503</span>
</li>
<li class="country" data-dial-code="240" data-country-code="gq">
<div class="flag-box">
<div class="iti-flag gq"></div>
</div><span class="country-name">Equatorial Guinea (Guinea Ecuatorial)</span><span class="dial-code">+240</span>
</li>
<li class="country" data-dial-code="291" data-country-code="er">
<div class="flag-box">
<div class="iti-flag er"></div>
</div><span class="country-name">Eritrea</span><span class="dial-code">+291</span>
</li>
<li class="country" data-dial-code="372" data-country-code="ee">
<div class="flag-box">
<div class="iti-flag ee"></div>
</div><span class="country-name">Estonia (Eesti)</span><span class="dial-code">+372</span>
</li>
<li class="country" data-dial-code="251" data-country-code="et">
<div class="flag-box">
<div class="iti-flag et"></div>
</div><span class="country-name">Ethiopia</span><span class="dial-code">+251</span>
</li>
<li class="country" data-dial-code="500" data-country-code="fk">
<div class="flag-box">
<div class="iti-flag fk"></div>
</div><span class="country-name">Falkland Islands (Islas Malvinas)</span><span class="dial-code">+500</span>
</li>
<li class="country" data-dial-code="298" data-country-code="fo">
<div class="flag-box">
<div class="iti-flag fo"></div>
</div><span class="country-name">Faroe Islands (Føroyar)</span><span class="dial-code">+298</span>
</li>
<li class="country" data-dial-code="679" data-country-code="fj">
<div class="flag-box">
<div class="iti-flag fj"></div>
</div><span class="country-name">Fiji</span><span class="dial-code">+679</span>
</li>
<li class="country" data-dial-code="358" data-country-code="fi">
<div class="flag-box">
<div class="iti-flag fi"></div>
</div><span class="country-name">Finland (Suomi)</span><span class="dial-code">+358</span>
</li>
<li class="country" data-dial-code="33" data-country-code="fr">
<div class="flag-box">
<div class="iti-flag fr"></div>
</div><span class="country-name">France</span><span class="dial-code">+33</span>
</li>
<li class="country" data-dial-code="594" data-country-code="gf">
<div class="flag-box">
<div class="iti-flag gf"></div>
</div><span class="country-name">French Guiana (Guyane française)</span><span class="dial-code">+594</span>
</li>
<li class="country" data-dial-code="689" data-country-code="pf">
<div class="flag-box">
<div class="iti-flag pf"></div>
</div><span class="country-name">French Polynesia (Polynésie française)</span><span class="dial-code">+689</span>
</li>
<li class="country" data-dial-code="241" data-country-code="ga">
<div class="flag-box">
<div class="iti-flag ga"></div>
</div><span class="country-name">Gabon</span><span class="dial-code">+241</span>
</li>
<li class="country" data-dial-code="220" data-country-code="gm">
<div class="flag-box">
<div class="iti-flag gm"></div>
</div><span class="country-name">Gambia</span><span class="dial-code">+220</span>
</li>
<li class="country" data-dial-code="995" data-country-code="ge">
<div class="flag-box">
<div class="iti-flag ge"></div>
</div><span class="country-name">Georgia (საქართველო)</span><span class="dial-code">+995</span>
</li>
<li class="country" data-dial-code="49" data-country-code="de">
<div class="flag-box">
<div class="iti-flag de"></div>
</div><span class="country-name">Germany (Deutschland)</span><span class="dial-code">+49</span>
</li>
<li class="country" data-dial-code="233" data-country-code="gh">
<div class="flag-box">
<div class="iti-flag gh"></div>
</div><span class="country-name">Ghana (Gaana)</span><span class="dial-code">+233</span>
</li>
<li class="country" data-dial-code="350" data-country-code="gi">
<div class="flag-box">
<div class="iti-flag gi"></div>
</div><span class="country-name">Gibraltar</span><span class="dial-code">+350</span>
</li>
<li class="country" data-dial-code="30" data-country-code="gr">
<div class="flag-box">
<div class="iti-flag gr"></div>
</div><span class="country-name">Greece (Ελλάδα)</span><span class="dial-code">+30</span>
</li>
<li class="country" data-dial-code="299" data-country-code="gl">
<div class="flag-box">
<div class="iti-flag gl"></div>
</div><span class="country-name">Greenland (Kalaallit Nunaat)</span><span class="dial-code">+299</span>
</li>
<li class="country" data-dial-code="1473" data-country-code="gd">
<div class="flag-box">
<div class="iti-flag gd"></div>
</div><span class="country-name">Grenada</span><span class="dial-code">+1473</span>
</li>
<li class="country" data-dial-code="590" data-country-code="gp">
<div class="flag-box">
<div class="iti-flag gp"></div>
</div><span class="country-name">Guadeloupe</span><span class="dial-code">+590</span>
</li>
<li class="country" data-dial-code="1671" data-country-code="gu">
<div class="flag-box">
<div class="iti-flag gu"></div>
</div><span class="country-name">Guam</span><span class="dial-code">+1671</span>
</li>
<li class="country" data-dial-code="502" data-country-code="gt">
<div class="flag-box">
<div class="iti-flag gt"></div>
</div><span class="country-name">Guatemala</span><span class="dial-code">+502</span>
</li>
<li class="country" data-dial-code="44" data-country-code="gg">
<div class="flag-box">
<div class="iti-flag gg"></div>
</div><span class="country-name">Guernsey</span><span class="dial-code">+44</span>
</li>
<li class="country" data-dial-code="224" data-country-code="gn">
<div class="flag-box">
<div class="iti-flag gn"></div>
</div><span class="country-name">Guinea (Guinée)</span><span class="dial-code">+224</span>
</li>
<li class="country" data-dial-code="245" data-country-code="gw">
<div class="flag-box">
<div class="iti-flag gw"></div>
</div><span class="country-name">Guinea-Bissau (Guiné Bissau)</span><span class="dial-code">+245</span>
</li>
<li class="country" data-dial-code="592" data-country-code="gy">
<div class="flag-box">
<div class="iti-flag gy"></div>
</div><span class="country-name">Guyana</span><span class="dial-code">+592</span>
</li>
<li class="country" data-dial-code="509" data-country-code="ht">
<div class="flag-box">
<div class="iti-flag ht"></div>
</div><span class="country-name">Haiti</span><span class="dial-code">+509</span>
</li>
<li class="country" data-dial-code="504" data-country-code="hn">
<div class="flag-box">
<div class="iti-flag hn"></div>
</div><span class="country-name">Honduras</span><span class="dial-code">+504</span>
</li>
<li class="country" data-dial-code="852" data-country-code="hk">
<div class="flag-box">
<div class="iti-flag hk"></div>
</div><span class="country-name">Hong Kong (香港)</span><span class="dial-code">+852</span>
</li>
<li class="country" data-dial-code="36" data-country-code="hu">
<div class="flag-box">
<div class="iti-flag hu"></div>
</div><span class="country-name">Hungary (Magyarország)</span><span class="dial-code">+36</span>
</li>
<li class="country" data-dial-code="354" data-country-code="is">
<div class="flag-box">
<div class="iti-flag is"></div>
</div><span class="country-name">Iceland (Ísland)</span><span class="dial-code">+354</span>
</li>
<li class="country" data-dial-code="91" data-country-code="in">
<div class="flag-box">
<div class="iti-flag in"></div>
</div><span class="country-name">India (भारत)</span><span class="dial-code">+91</span>
</li>
<li class="country" data-dial-code="62" data-country-code="id">
<div class="flag-box">
<div class="iti-flag id"></div>
</div><span class="country-name">Indonesia</span><span class="dial-code">+62</span>
</li>
<li class="country" data-dial-code="964" data-country-code="iq">
<div class="flag-box">
<div class="iti-flag iq"></div>
</div><span class="country-name">Iraq (العراق)</span><span class="dial-code">+964</span>
</li>
<li class="country" data-dial-code="353" data-country-code="ie">
<div class="flag-box">
<div class="iti-flag ie"></div>
</div><span class="country-name">Ireland</span><span class="dial-code">+353</span>
</li>
<li class="country" data-dial-code="44" data-country-code="im">
<div class="flag-box">
<div class="iti-flag im"></div>
</div><span class="country-name">Isle of Man</span><span class="dial-code">+44</span>
</li>
<li class="country" data-dial-code="972" data-country-code="il">
<div class="flag-box">
<div class="iti-flag il"></div>
</div><span class="country-name">Israel (ישראל)</span><span class="dial-code">+972</span>
</li>
<li class="country" data-dial-code="39" data-country-code="it">
<div class="flag-box">
<div class="iti-flag it"></div>
</div><span class="country-name">Italy (Italia)</span><span class="dial-code">+39</span>
</li>
<li class="country" data-dial-code="1876" data-country-code="jm">
<div class="flag-box">
<div class="iti-flag jm"></div>
</div><span class="country-name">Jamaica</span><span class="dial-code">+1876</span>
</li>
<li class="country" data-dial-code="81" data-country-code="jp">
<div class="flag-box">
<div class="iti-flag jp"></div>
</div><span class="country-name">Japan (日本)</span><span class="dial-code">+81</span>
</li>
<li class="country" data-dial-code="44" data-country-code="je">
<div class="flag-box">
<div class="iti-flag je"></div>
</div><span class="country-name">Jersey</span><span class="dial-code">+44</span>
</li>
<li class="country" data-dial-code="962" data-country-code="jo">
<div class="flag-box">
<div class="iti-flag jo"></div>
</div><span class="country-name">Jordan (الأردن)</span><span class="dial-code">+962</span>
</li>
<li class="country" data-dial-code="7" data-country-code="kz">
<div class="flag-box">
<div class="iti-flag kz"></div>
</div><span class="country-name">Kazakhstan (Казахстан)</span><span class="dial-code">+7</span>
</li>
<li class="country" data-dial-code="254" data-country-code="ke">
<div class="flag-box">
<div class="iti-flag ke"></div>
</div><span class="country-name">Kenya</span><span class="dial-code">+254</span>
</li>
<li class="country" data-dial-code="686" data-country-code="ki">
<div class="flag-box">
<div class="iti-flag ki"></div>
</div><span class="country-name">Kiribati</span><span class="dial-code">+686</span>
</li>
<li class="country" data-dial-code="383" data-country-code="xk">
<div class="flag-box">
<div class="iti-flag xk"></div>
</div><span class="country-name">Kosovo</span><span class="dial-code">+383</span>
</li>
<li class="country" data-dial-code="965" data-country-code="kw">
<div class="flag-box">
<div class="iti-flag kw"></div>
</div><span class="country-name">Kuwait (الكويت)</span><span class="dial-code">+965</span>
</li>
<li class="country" data-dial-code="996" data-country-code="kg">
<div class="flag-box">
<div class="iti-flag kg"></div>
</div><span class="country-name">Kyrgyzstan (Кыргызстан)</span><span class="dial-code">+996</span>
</li>
<li class="country" data-dial-code="856" data-country-code="la">
<div class="flag-box">
<div class="iti-flag la"></div>
</div><span class="country-name">Laos (ລາວ)</span><span class="dial-code">+856</span>
</li>
<li class="country" data-dial-code="371" data-country-code="lv">
<div class="flag-box">
<div class="iti-flag lv"></div>
</div><span class="country-name">Latvia (Latvija)</span><span class="dial-code">+371</span>
</li>
<li class="country" data-dial-code="961" data-country-code="lb">
<div class="flag-box">
<div class="iti-flag lb"></div>
</div><span class="country-name">Lebanon (لبنان)</span><span class="dial-code">+961</span>
</li>
<li class="country" data-dial-code="266" data-country-code="ls">
<div class="flag-box">
<div class="iti-flag ls"></div>
</div><span class="country-name">Lesotho</span><span class="dial-code">+266</span>
</li>
<li class="country" data-dial-code="231" data-country-code="lr">
<div class="flag-box">
<div class="iti-flag lr"></div>
</div><span class="country-name">Liberia</span><span class="dial-code">+231</span>
</li>
<li class="country" data-dial-code="218" data-country-code="ly">
<div class="flag-box">
<div class="iti-flag ly"></div>
</div><span class="country-name">Libya (ليبيا)</span><span class="dial-code">+218</span>
</li>
<li class="country" data-dial-code="423" data-country-code="li">
<div class="flag-box">
<div class="iti-flag li"></div>
</div><span class="country-name">Liechtenstein</span><span class="dial-code">+423</span>
</li>
<li class="country" data-dial-code="370" data-country-code="lt">
<div class="flag-box">
<div class="iti-flag lt"></div>
</div><span class="country-name">Lithuania (Lietuva)</span><span class="dial-code">+370</span>
</li>
<li class="country" data-dial-code="352" data-country-code="lu">
<div class="flag-box">
<div class="iti-flag lu"></div>
</div><span class="country-name">Luxembourg</span><span class="dial-code">+352</span>
</li>
<li class="country" data-dial-code="853" data-country-code="mo">
<div class="flag-box">
<div class="iti-flag mo"></div>
</div><span class="country-name">Macau (澳門)</span><span class="dial-code">+853</span>
</li>
<li class="country" data-dial-code="389" data-country-code="mk">
<div class="flag-box">
<div class="iti-flag mk"></div>
</div><span class="country-name">Macedonia (FYROM) (Македонија)</span><span class="dial-code">+389</span>
</li>
<li class="country" data-dial-code="261" data-country-code="mg">
<div class="flag-box">
<div class="iti-flag mg"></div>
</div><span class="country-name">Madagascar (Madagasikara)</span><span class="dial-code">+261</span>
</li>
<li class="country" data-dial-code="265" data-country-code="mw">
<div class="flag-box">
<div class="iti-flag mw"></div>
</div><span class="country-name">Malawi</span><span class="dial-code">+265</span>
</li>
<li class="country" data-dial-code="60" data-country-code="my">
<div class="flag-box">
<div class="iti-flag my"></div>
</div><span class="country-name">Malaysia</span><span class="dial-code">+60</span>
</li>
<li class="country" data-dial-code="960" data-country-code="mv">
<div class="flag-box">
<div class="iti-flag mv"></div>
</div><span class="country-name">Maldives</span><span class="dial-code">+960</span>
</li>
<li class="country" data-dial-code="223" data-country-code="ml">
<div class="flag-box">
<div class="iti-flag ml"></div>
</div><span class="country-name">Mali</span><span class="dial-code">+223</span>
</li>
<li class="country" data-dial-code="356" data-country-code="mt">
<div class="flag-box">
<div class="iti-flag mt"></div>
</div><span class="country-name">Malta</span><span class="dial-code">+356</span>
</li>
<li class="country" data-dial-code="692" data-country-code="mh">
<div class="flag-box">
<div class="iti-flag mh"></div>
</div><span class="country-name">Marshall Islands</span><span class="dial-code">+692</span>
</li>
<li class="country" data-dial-code="596" data-country-code="mq">
<div class="flag-box">
<div class="iti-flag mq"></div>
</div><span class="country-name">Martinique</span><span class="dial-code">+596</span>
</li>
<li class="country" data-dial-code="222" data-country-code="mr">
<div class="flag-box">
<div class="iti-flag mr"></div>
</div><span class="country-name">Mauritania (موريتانيا)</span><span class="dial-code">+222</span>
</li>
<li class="country" data-dial-code="230" data-country-code="mu">
<div class="flag-box">
<div class="iti-flag mu"></div>
</div><span class="country-name">Mauritius (Moris)</span><span class="dial-code">+230</span>
</li>
<li class="country" data-dial-code="262" data-country-code="yt">
<div class="flag-box">
<div class="iti-flag yt"></div>
</div><span class="country-name">Mayotte</span><span class="dial-code">+262</span>
</li>
<li class="country" data-dial-code="52" data-country-code="mx">
<div class="flag-box">
<div class="iti-flag mx"></div>
</div><span class="country-name">Mexico (México)</span><span class="dial-code">+52</span>
</li>
<li class="country" data-dial-code="691" data-country-code="fm">
<div class="flag-box">
<div class="iti-flag fm"></div>
</div><span class="country-name">Micronesia</span><span class="dial-code">+691</span>
</li>
<li class="country" data-dial-code="373" data-country-code="md">
<div class="flag-box">
<div class="iti-flag md"></div>
</div><span class="country-name">Moldova (Republica Moldova)</span><span class="dial-code">+373</span>
</li>
<li class="country" data-dial-code="377" data-country-code="mc">
<div class="flag-box">
<div class="iti-flag mc"></div>
</div><span class="country-name">Monaco</span><span class="dial-code">+377</span>
</li>
<li class="country" data-dial-code="976" data-country-code="mn">
<div class="flag-box">
<div class="iti-flag mn"></div>
</div><span class="country-name">Mongolia (Монгол)</span><span class="dial-code">+976</span>
</li>
<li class="country" data-dial-code="382" data-country-code="me">
<div class="flag-box">
<div class="iti-flag me"></div>
</div><span class="country-name">Montenegro (Crna Gora)</span><span class="dial-code">+382</span>
</li>
<li class="country" data-dial-code="1664" data-country-code="ms">
<div class="flag-box">
<div class="iti-flag ms"></div>
</div><span class="country-name">Montserrat</span><span class="dial-code">+1664</span>
</li>
<li class="country" data-dial-code="212" data-country-code="ma">
<div class="flag-box">
<div class="iti-flag ma"></div>
</div><span class="country-name">Morocco (المغرب)</span><span class="dial-code">+212</span>
</li>
<li class="country" data-dial-code="258" data-country-code="mz">
<div class="flag-box">
<div class="iti-flag mz"></div>
</div><span class="country-name">Mozambique (Moçambique)</span><span class="dial-code">+258</span>
</li>
<li class="country" data-dial-code="95" data-country-code="mm">
<div class="flag-box">
<div class="iti-flag mm"></div>
</div><span class="country-name">Myanmar (Burma) (မြန်မာ)</span><span class="dial-code">+95</span>
</li>
<li class="country" data-dial-code="264" data-country-code="na">
<div class="flag-box">
<div class="iti-flag na"></div>
</div><span class="country-name">Namibia (Namibië)</span><span class="dial-code">+264</span>
</li>
<li class="country" data-dial-code="674" data-country-code="nr">
<div class="flag-box">
<div class="iti-flag nr"></div>
</div><span class="country-name">Nauru</span><span class="dial-code">+674</span>
</li>
<li class="country" data-dial-code="977" data-country-code="np">
<div class="flag-box">
<div class="iti-flag np"></div>
</div><span class="country-name">Nepal (नेपाल)</span><span class="dial-code">+977</span>
</li>
<li class="country" data-dial-code="31" data-country-code="nl">
<div class="flag-box">
<div class="iti-flag nl"></div>
</div><span class="country-name">Netherlands (Nederland)</span><span class="dial-code">+31</span>
</li>
<li class="country" data-dial-code="687" data-country-code="nc">
<div class="flag-box">
<div class="iti-flag nc"></div>
</div><span class="country-name">New Caledonia (Nouvelle-Calédonie)</span><span class="dial-code">+687</span>
</li>
<li class="country" data-dial-code="64" data-country-code="nz">
<div class="flag-box">
<div class="iti-flag nz"></div>
</div><span class="country-name">New Zealand</span><span class="dial-code">+64</span>
</li>
<li class="country" data-dial-code="505" data-country-code="ni">
<div class="flag-box">
<div class="iti-flag ni"></div>
</div><span class="country-name">Nicaragua</span><span class="dial-code">+505</span>
</li>
<li class="country" data-dial-code="227" data-country-code="ne">
<div class="flag-box">
<div class="iti-flag ne"></div>
</div><span class="country-name">Niger (Nijar)</span><span class="dial-code">+227</span>
</li>
<li class="country" data-dial-code="234" data-country-code="ng">
<div class="flag-box">
<div class="iti-flag ng"></div>
</div><span class="country-name">Nigeria</span><span class="dial-code">+234</span>
</li>
<li class="country" data-dial-code="683" data-country-code="nu">
<div class="flag-box">
<div class="iti-flag nu"></div>
</div><span class="country-name">Niue</span><span class="dial-code">+683</span>
</li>
<li class="country" data-dial-code="672" data-country-code="nf">
<div class="flag-box">
<div class="iti-flag nf"></div>
</div><span class="country-name">Norfolk Island</span><span class="dial-code">+672</span>
</li>
<li class="country" data-dial-code="1670" data-country-code="mp">
<div class="flag-box">
<div class="iti-flag mp"></div>
</div><span class="country-name">Northern Mariana Islands</span><span class="dial-code">+1670</span>
</li>
<li class="country" data-dial-code="47" data-country-code="no">
<div class="flag-box">
<div class="iti-flag no"></div>
</div><span class="country-name">Norway (Norge)</span><span class="dial-code">+47</span>
</li>
<li class="country" data-dial-code="968" data-country-code="om">
<div class="flag-box">
<div class="iti-flag om"></div>
</div><span class="country-name">Oman (عُمان)</span><span class="dial-code">+968</span>
</li>
<li class="country" data-dial-code="92" data-country-code="pk">
<div class="flag-box">
<div class="iti-flag pk"></div>
</div><span class="country-name">Pakistan (پاکستان)</span><span class="dial-code">+92</span>
</li>
<li class="country" data-dial-code="680" data-country-code="pw">
<div class="flag-box">
<div class="iti-flag pw"></div>
</div><span class="country-name">Palau</span><span class="dial-code">+680</span>
</li>
<li class="country" data-dial-code="970" data-country-code="ps">
<div class="flag-box">
<div class="iti-flag ps"></div>
</div><span class="country-name">Palestine (فلسطين)</span><span class="dial-code">+970</span>
</li>
<li class="country" data-dial-code="507" data-country-code="pa">
<div class="flag-box">
<div class="iti-flag pa"></div>
</div><span class="country-name">Panama (Panamá)</span><span class="dial-code">+507</span>
</li>
<li class="country" data-dial-code="675" data-country-code="pg">
<div class="flag-box">
<div class="iti-flag pg"></div>
</div><span class="country-name">Papua New Guinea</span><span class="dial-code">+675</span>
</li>
<li class="country" data-dial-code="595" data-country-code="py">
<div class="flag-box">
<div class="iti-flag py"></div>
</div><span class="country-name">Paraguay</span><span class="dial-code">+595</span>
</li>
<li class="country" data-dial-code="51" data-country-code="pe">
<div class="flag-box">
<div class="iti-flag pe"></div>
</div><span class="country-name">Peru (Perú)</span><span class="dial-code">+51</span>
</li>
<li class="country" data-dial-code="63" data-country-code="ph">
<div class="flag-box">
<div class="iti-flag ph"></div>
</div><span class="country-name">Philippines</span><span class="dial-code">+63</span>
</li>
<li class="country" data-dial-code="48" data-country-code="pl">
<div class="flag-box">
<div class="iti-flag pl"></div>
</div><span class="country-name">Poland (Polska)</span><span class="dial-code">+48</span>
</li>
<li class="country" data-dial-code="351" data-country-code="pt">
<div class="flag-box">
<div class="iti-flag pt"></div>
</div><span class="country-name">Portugal</span><span class="dial-code">+351</span>
</li>
<li class="country" data-dial-code="1" data-country-code="pr">
<div class="flag-box">
<div class="iti-flag pr"></div>
</div><span class="country-name">Puerto Rico</span><span class="dial-code">+1</span>
</li>
<li class="country" data-dial-code="974" data-country-code="qa">
<div class="flag-box">
<div class="iti-flag qa"></div>
</div><span class="country-name">Qatar (قطر)</span><span class="dial-code">+974</span>
</li>
<li class="country" data-dial-code="262" data-country-code="re">
<div class="flag-box">
<div class="iti-flag re"></div>
</div><span class="country-name">Réunion (La Réunion)</span><span class="dial-code">+262</span>
</li>
<li class="country" data-dial-code="40" data-country-code="ro">
<div class="flag-box">
<div class="iti-flag ro"></div>
</div><span class="country-name">Romania (România)</span><span class="dial-code">+40</span>
</li>
<li class="country" data-dial-code="7" data-country-code="ru">
<div class="flag-box">
<div class="iti-flag ru"></div>
</div><span class="country-name">Russia (Россия)</span><span class="dial-code">+7</span>
</li>
<li class="country" data-dial-code="250" data-country-code="rw">
<div class="flag-box">
<div class="iti-flag rw"></div>
</div><span class="country-name">Rwanda</span><span class="dial-code">+250</span>
</li>
<li class="country" data-dial-code="590" data-country-code="bl">
<div class="flag-box">
<div class="iti-flag bl"></div>
</div><span class="country-name">Saint Barthélemy (Saint-Barthélemy)</span><span class="dial-code">+590</span>
</li>
<li class="country" data-dial-code="290" data-country-code="sh">
<div class="flag-box">
<div class="iti-flag sh"></div>
</div><span class="country-name">Saint Helena</span><span class="dial-code">+290</span>
</li>
<li class="country" data-dial-code="1869" data-country-code="kn">
<div class="flag-box">
<div class="iti-flag kn"></div>
</div><span class="country-name">Saint Kitts and Nevis</span><span class="dial-code">+1869</span>
</li>
<li class="country" data-dial-code="1758" data-country-code="lc">
<div class="flag-box">
<div class="iti-flag lc"></div>
</div><span class="country-name">Saint Lucia</span><span class="dial-code">+1758</span>
</li>
<li class="country" data-dial-code="590" data-country-code="mf">
<div class="flag-box">
<div class="iti-flag mf"></div>
</div><span class="country-name">Saint Martin (Saint-Martin (partie française))</span><span class="dial-code">+590</span>
</li>
<li class="country" data-dial-code="508" data-country-code="pm">
<div class="flag-box">
<div class="iti-flag pm"></div>
</div><span class="country-name">Saint Pierre and Miquelon (Saint-Pierre-et-Miquelon)</span><span class="dial-code">+508</span>
</li>
<li class="country" data-dial-code="1784" data-country-code="vc">
<div class="flag-box">
<div class="iti-flag vc"></div>
</div><span class="country-name">Saint Vincent and the Grenadines</span><span class="dial-code">+1784</span>
</li>
<li class="country" data-dial-code="685" data-country-code="ws">
<div class="flag-box">
<div class="iti-flag ws"></div>
</div><span class="country-name">Samoa</span><span class="dial-code">+685</span>
</li>
<li class="country" data-dial-code="378" data-country-code="sm">
<div class="flag-box">
<div class="iti-flag sm"></div>
</div><span class="country-name">San Marino</span><span class="dial-code">+378</span>
</li>
<li class="country" data-dial-code="239" data-country-code="st">
<div class="flag-box">
<div class="iti-flag st"></div>
</div><span class="country-name">São Tomé and Príncipe (São Tomé e Príncipe)</span><span class="dial-code">+239</span>
</li>
<li class="country" data-dial-code="966" data-country-code="sa">
<div class="flag-box">
<div class="iti-flag sa"></div>
</div><span class="country-name">Saudi Arabia (المملكة العربية السعودية)</span><span class="dial-code">+966</span>
</li>
<li class="country" data-dial-code="221" data-country-code="sn">
<div class="flag-box">
<div class="iti-flag sn"></div>
</div><span class="country-name">Senegal (Sénégal)</span><span class="dial-code">+221</span>
</li>
<li class="country" data-dial-code="381" data-country-code="rs">
<div class="flag-box">
<div class="iti-flag rs"></div>
</div><span class="country-name">Serbia (Србија)</span><span class="dial-code">+381</span>
</li>
<li class="country" data-dial-code="248" data-country-code="sc">
<div class="flag-box">
<div class="iti-flag sc"></div>
</div><span class="country-name">Seychelles</span><span class="dial-code">+248</span>
</li>
<li class="country" data-dial-code="232" data-country-code="sl">
<div class="flag-box">
<div class="iti-flag sl"></div>
</div><span class="country-name">Sierra Leone</span><span class="dial-code">+232</span>
</li>
<li class="country" data-dial-code="65" data-country-code="sg">
<div class="flag-box">
<div class="iti-flag sg"></div>
</div><span class="country-name">Singapore</span><span class="dial-code">+65</span>
</li>
<li class="country" data-dial-code="1721" data-country-code="sx">
<div class="flag-box">
<div class="iti-flag sx"></div>
</div><span class="country-name">Sint Maarten</span><span class="dial-code">+1721</span>
</li>
<li class="country" data-dial-code="421" data-country-code="sk">
<div class="flag-box">
<div class="iti-flag sk"></div>
</div><span class="country-name">Slovakia (Slovensko)</span><span class="dial-code">+421</span>
</li>
<li class="country" data-dial-code="386" data-country-code="si">
<div class="flag-box">
<div class="iti-flag si"></div>
</div><span class="country-name">Slovenia (Slovenija)</span><span class="dial-code">+386</span>
</li>
<li class="country" data-dial-code="677" data-country-code="sb">
<div class="flag-box">
<div class="iti-flag sb"></div>
</div><span class="country-name">Solomon Islands</span><span class="dial-code">+677</span>
</li>
<li class="country" data-dial-code="252" data-country-code="so">
<div class="flag-box">
<div class="iti-flag so"></div>
</div><span class="country-name">Somalia (Soomaaliya)</span><span class="dial-code">+252</span>
</li>
<li class="country" data-dial-code="27" data-country-code="za">
<div class="flag-box">
<div class="iti-flag za"></div>
</div><span class="country-name">South Africa</span><span class="dial-code">+27</span>
</li>
<li class="country" data-dial-code="82" data-country-code="kr">
<div class="flag-box">
<div class="iti-flag kr"></div>
</div><span class="country-name">South Korea (대한민국)</span><span class="dial-code">+82</span>
</li>
<li class="country" data-dial-code="211" data-country-code="ss">
<div class="flag-box">
<div class="iti-flag ss"></div>
</div><span class="country-name">South Sudan (جنوب السودان)</span><span class="dial-code">+211</span>
</li>
<li class="country" data-dial-code="34" data-country-code="es">
<div class="flag-box">
<div class="iti-flag es"></div>
</div><span class="country-name">Spain (España)</span><span class="dial-code">+34</span>
</li>
<li class="country" data-dial-code="94" data-country-code="lk">
<div class="flag-box">
<div class="iti-flag lk"></div>
</div><span class="country-name">Sri Lanka (ශ්රී ලංකාව)</span><span class="dial-code">+94</span>
</li>
<li class="country" data-dial-code="597" data-country-code="sr">
<div class="flag-box">
<div class="iti-flag sr"></div>
</div><span class="country-name">Suriname</span><span class="dial-code">+597</span>
</li>
<li class="country" data-dial-code="47" data-country-code="sj">
<div class="flag-box">
<div class="iti-flag sj"></div>
</div><span class="country-name">Svalbard and Jan Mayen</span><span class="dial-code">+47</span>
</li>
<li class="country" data-dial-code="268" data-country-code="sz">
<div class="flag-box">
<div class="iti-flag sz"></div>
</div><span class="country-name">Swaziland</span><span class="dial-code">+268</span>
</li>
<li class="country" data-dial-code="46" data-country-code="se">
<div class="flag-box">
<div class="iti-flag se"></div>
</div><span class="country-name">Sweden (Sverige)</span><span class="dial-code">+46</span>
</li>
<li class="country" data-dial-code="41" data-country-code="ch">
<div class="flag-box">
<div class="iti-flag ch"></div>
</div><span class="country-name">Switzerland (Schweiz)</span><span class="dial-code">+41</span>
</li>
<li class="country" data-dial-code="886" data-country-code="tw">
<div class="flag-box">
<div class="iti-flag tw"></div>
</div><span class="country-name">Taiwan (台灣)</span><span class="dial-code">+886</span>
</li>
<li class="country" data-dial-code="992" data-country-code="tj">
<div class="flag-box">
<div class="iti-flag tj"></div>
</div><span class="country-name">Tajikistan</span><span class="dial-code">+992</span>
</li>
<li class="country" data-dial-code="255" data-country-code="tz">
<div class="flag-box">
<div class="iti-flag tz"></div>
</div><span class="country-name">Tanzania</span><span class="dial-code">+255</span>
</li>
<li class="country" data-dial-code="66" data-country-code="th">
<div class="flag-box">
<div class="iti-flag th"></div>
</div><span class="country-name">Thailand (ไทย)</span><span class="dial-code">+66</span>
</li>
<li class="country" data-dial-code="670" data-country-code="tl">
<div class="flag-box">
<div class="iti-flag tl"></div>
</div><span class="country-name">Timor-Leste</span><span class="dial-code">+670</span>
</li>
<li class="country" data-dial-code="228" data-country-code="tg">
<div class="flag-box">
<div class="iti-flag tg"></div>
</div><span class="country-name">Togo</span><span class="dial-code">+228</span>
</li>
<li class="country" data-dial-code="690" data-country-code="tk">
<div class="flag-box">
<div class="iti-flag tk"></div>
</div><span class="country-name">Tokelau</span><span class="dial-code">+690</span>
</li>
<li class="country" data-dial-code="676" data-country-code="to">
<div class="flag-box">
<div class="iti-flag to"></div>
</div><span class="country-name">Tonga</span><span class="dial-code">+676</span>
</li>
<li class="country" data-dial-code="1868" data-country-code="tt">
<div class="flag-box">
<div class="iti-flag tt"></div>
</div><span class="country-name">Trinidad and Tobago</span><span class="dial-code">+1868</span>
</li>
<li class="country" data-dial-code="216" data-country-code="tn">
<div class="flag-box">
<div class="iti-flag tn"></div>
</div><span class="country-name">Tunisia (تونس)</span><span class="dial-code">+216</span>
</li>
<li class="country" data-dial-code="90" data-country-code="tr">
<div class="flag-box">
<div class="iti-flag tr"></div>
</div><span class="country-name">Turkey (Türkiye)</span><span class="dial-code">+90</span>
</li>
<li class="country" data-dial-code="993" data-country-code="tm">
<div class="flag-box">
<div class="iti-flag tm"></div>
</div><span class="country-name">Turkmenistan</span><span class="dial-code">+993</span>
</li>
<li class="country" data-dial-code="1649" data-country-code="tc">
<div class="flag-box">
<div class="iti-flag tc"></div>
</div><span class="country-name">Turks and Caicos Islands</span><span class="dial-code">+1649</span>
</li>
<li class="country" data-dial-code="688" data-country-code="tv">
<div class="flag-box">
<div class="iti-flag tv"></div>
</div><span class="country-name">Tuvalu</span><span class="dial-code">+688</span>
</li>
<li class="country" data-dial-code="1340" data-country-code="vi">
<div class="flag-box">
<div class="iti-flag vi"></div>
</div><span class="country-name">U.S. Virgin Islands</span><span class="dial-code">+1340</span>
</li>
<li class="country" data-dial-code="256" data-country-code="ug">
<div class="flag-box">
<div class="iti-flag ug"></div>
</div><span class="country-name">Uganda</span><span class="dial-code">+256</span>
</li>
<li class="country" data-dial-code="380" data-country-code="ua">
<div class="flag-box">
<div class="iti-flag ua"></div>
</div><span class="country-name">Ukraine (Україна)</span><span class="dial-code">+380</span>
</li>
<li class="country" data-dial-code="971" data-country-code="ae">
<div class="flag-box">
<div class="iti-flag ae"></div>
</div><span class="country-name">United Arab Emirates (الإمارات العربية المتحدة)</span><span class="dial-code">+971</span>
</li>
<li class="country" data-dial-code="44" data-country-code="gb">
<div class="flag-box">
<div class="iti-flag gb"></div>
</div><span class="country-name">United Kingdom</span><span class="dial-code">+44</span>
</li>
<li class="country" data-dial-code="1" data-country-code="us">
<div class="flag-box">
<div class="iti-flag us"></div>
</div><span class="country-name">United States</span><span class="dial-code">+1</span>
</li>
<li class="country" data-dial-code="598" data-country-code="uy">
<div class="flag-box">
<div class="iti-flag uy"></div>
</div><span class="country-name">Uruguay</span><span class="dial-code">+598</span>
</li>
<li class="country" data-dial-code="998" data-country-code="uz">
<div class="flag-box">
<div class="iti-flag uz"></div>
</div><span class="country-name">Uzbekistan (Oʻzbekiston)</span><span class="dial-code">+998</span>
</li>
<li class="country" data-dial-code="678" data-country-code="vu">
<div class="flag-box">
<div class="iti-flag vu"></div>
</div><span class="country-name">Vanuatu</span><span class="dial-code">+678</span>
</li>
<li class="country" data-dial-code="39" data-country-code="va">
<div class="flag-box">
<div class="iti-flag va"></div>
</div><span class="country-name">Vatican City (Città del Vaticano)</span><span class="dial-code">+39</span>
</li>
<li class="country" data-dial-code="58" data-country-code="ve">
<div class="flag-box">
<div class="iti-flag ve"></div>
</div><span class="country-name">Venezuela</span><span class="dial-code">+58</span>
</li>
<li class="country" data-dial-code="84" data-country-code="vn">
<div class="flag-box">
<div class="iti-flag vn"></div>
</div><span class="country-name">Vietnam (Việt Nam)</span><span class="dial-code">+84</span>
</li>
<li class="country" data-dial-code="681" data-country-code="wf">
<div class="flag-box">
<div class="iti-flag wf"></div>
</div><span class="country-name">Wallis and Futuna</span><span class="dial-code">+681</span>
</li>
<li class="country" data-dial-code="212" data-country-code="eh">
<div class="flag-box">
<div class="iti-flag eh"></div>
</div><span class="country-name">Western Sahara (الصحراء الغربية)</span><span class="dial-code">+212</span>
</li>
<li class="country" data-dial-code="967" data-country-code="ye">
<div class="flag-box">
<div class="iti-flag ye"></div>
</div><span class="country-name">Yemen (اليمن)</span><span class="dial-code">+967</span>
</li>
<li class="country" data-dial-code="260" data-country-code="zm">
<div class="flag-box">
<div class="iti-flag zm"></div>
</div><span class="country-name">Zambia</span><span class="dial-code">+260</span>
</li>
<li class="country" data-dial-code="263" data-country-code="zw">
<div class="flag-box">
<div class="iti-flag zw"></div>
</div><span class="country-name">Zimbabwe</span><span class="dial-code">+263</span>
</li>
<li class="country" data-dial-code="358" data-country-code="ax">
<div class="flag-box">
<div class="iti-flag ax"></div>
</div><span class="country-name">Åland Islands</span><span class="dial-code">+358</span>
</li>
</ul>
</div><input class="required" data-validation="required,maxlength[20],validPhone" id="mk-phone" name="businessPhone" type="text" aria-required="true" autocomplete="off">
</div>
</div>
</div>
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<div style="padding:0;">
</div>
<div class="col-md-12" style="padding:10px 0 0 0; display:inline-block; font-size:15px;">
<div class="registeronehalf col-md-6">
<div class="controls">
<label style="font-weight:normal;"> <input class="mk-checkbox" name="subscription" type="checkbox" value="Yes">
<span> Yes, I would like to be contacted by Cloudera for newsletters, promotions, events and marketing activities. Please read our <a href="https://www.cloudera.com/legal/policies.html">privacy and data policy.</a>
</span>
<label>
</label></label>
</div>
</div>
<div class="registeronehalf col-md-6">
<div class="controls">
<label style="font-weight:normal;"> <input class="mk-checkbox " name="partner_optin" type="checkbox" value="1">
<span> Yes, I consent to my information being shared with Cloudera's solution partners to offer related products and services. Please read our <a href="https://www.cloudera.com/legal/policies.html#sharing">privacy and data policy.</a>
</span>
</label>
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</div>
<div class="registeronehalf col-md-6 terms">
<div class="controls">
<label style="font-weight:normal;"><input class="mk-checkbox" id="mk-terms" name="terms" type="checkbox" value="yes" aria-required="true">
<span> I agree to Cloudera's <a href="https://www.cloudera.com/legal/events-terms-and-conditions.html">terms and conditions</a>. </span>
</label>
</div>
</div>
</div>
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<div class="control-group buttons col-md-12">
<div class="controls">
<button class="btn disabled" type="submit" id="mk-submit" disabled=""> Submit </button>
<button type="reset" class="btn"> Reset </button>
</div>
</div>
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<input name="elqCampaignId" type="hidden">
<input name="Primary_Campaign" type="hidden" value="">
<input name="db_duns_num" type="hidden" value="">
<input id="db_company_name" name="company-name" type="hidden" value="">
<input id="db_industry" name="db_industry" type="hidden" value="">
<input id="db_street_address" name="db_street_address" type="hidden" value="">
<input id="db_city" name="db_city" type="hidden" value="">
<input id="db_country" name="db_country" type="hidden" value="">
<input id="db_state" name="db_state" type="hidden" value="">
<input id="db_zip" name="db_zip" type="hidden" value="">
<input id="db_country_name" name="db_country_name" type="hidden" value="">
<input name="db_demandbase_sid" type="hidden" value="">
<input name="db_manual_review" type="hidden" value="">
<input id="db_revenue_range" name="db_revenue_range" type="hidden" value="">
<input id="db_employee_count" name="db_employee_count" type="hidden" value="">
<input id="db_annual_sales" name="db_annual_sales" type="hidden" value="">
<input id="db_fortune_1000" name="db_fortune_1000" type="hidden" value="">
<input id="db_forbes_2000" name="db_forbes_2000" type="hidden" value="">
<input id="db_ip_city" name="db_ip_city" type="hidden" value="">
<input id="db_ip_state" name="db_ip_state" type="hidden" value="">
<input id="db_ip_zip" name="db_ip_zip" type="hidden" value="">
<!-- ELQ Form properties -->
<input type="hidden" name="elqFormName">
<input type="hidden" name="elqSiteID" value="1465054361">
<input type="hidden" name="resource_asset" id="resource_asset">
<input type="hidden" name="lead_source" id="lead_source">
<input type="hidden" name="lead_source_most_recent">
<input type="hidden" name="lead_source_detail" value="Tutorial Leads">
<input type="hidden" name="lead_source_detail_most_recent" value="Tutorial Leads">
<input type="hidden" name="nurture" value="General">
<input type="hidden" name="redir">
<input type="hidden" name="event_city">
<input type="hidden" name="eventregion">
<input type="hidden" name="esm_city_name">
<input type="hidden" name="src" id="mk-src" value="">
<input type="hidden" name="utm" id="mk-utm" value="">
<input type="hidden" name="cid" id="mk-cid" value="7012H000001gjyg">
<input type="hidden" name="location" id="mk-loc" value="https://www.cloudera.com/tutorials/cml-build-deploy-and-access-a-model.html">
<input type="hidden" name="browser" id="mk-browser" value="Chrome 96">
<input type="hidden" name="country" id="mk-country" class="required" aria-required="true" value="Germany">
<input type="hidden" name="zip" id="mk-zip" class="required" aria-required="true" value="60306">
<input type="hidden" name="city" id="mk-city" class="required" aria-required="true" value="Frankfurt am Main">
<input type="hidden" name="state" id="mk-region" class="required" aria-required="true" value="Hesse">
<input type="hidden" name="hpp" id="hpp" value="" style="display: none;">
<input type="hidden" name="webinar_id">
<input type="hidden" name="key">
<input type="hidden" name="eventid" id="mk-eventid">
</fieldset>
</form><form id="site-search" autocomplete="off">
<input autocomplete="false" name="hidden" type="text" style="display:none;">
<div class="swyt__wrap"><input data-sp-typeahead="" data-results-url="https://www.cloudera.com/search.html" data-sayt-count="5" data-autocomplete-endpoint-url="https://content.atomz.com/autocomplete/sp10/04/f9/3f/" type="text" id="mk-search"
placeholder="Search"></div>
<button type="submit" class=""><i class="icon-search1"></i></button>
</form>Text Content
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First Name
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+49
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United States+1
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United Kingdom+44
*
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BUILD, DEPLOY AND ACCESS A MODEL IN CLOUDERA MACHINE LEARNING
INTRODUCTION
See for yourself how easy it is to use Cloudera Machine Learning (CML) on
Cloudera Data Platform Public Cloud (CDP-PC).
In this tutorial, we will create a linear regression model using housing data,
deploy the model within CML, and test it using a web application.
PREREQUISITES
* Have access to Cloudera Data Platform (CDP) Public Cloud
* Have created a CDP workload User
* Ensure proper CML role access
* MLUser - ability to run workloads
* MLAdmin - ability to create and delete workspaces
* Installed npm (Node Package Manager)
OUTLINE
* Watch Video
* Download Assets
* Setup ML Environment
* Create Model
* Setup and Run Web Application
* Summary
* Further Reading
WATCH VIDEO
The video below provides a brief overview of what is covered in this tutorial:
DOWNLOAD ASSETS
Download and unzip tutorial files; remember this location.
For now, this is all we need to do. We will use these files later in the
tutorial.
Note: House price dataset is publicly available from Kaggle.
SETUP ML ENVIRONMENT
CREATE WORKSPACE
If you don’t already have a machine learning workspace provisioned for you,
let’s create it.
Select Machine Learning from Cloudera Data Platform (CDP) home page:
In the ML Workspaces section, select Provision Workspace:
Two simple pieces of information are needed to a provision workspace - Workspace
Name and Environment. For example:
1. Workspace Name: cml-tutorial
2. Environment: usermarketing
3. Select Provision Workspace
CREATE PROJECT
Beginning from the ML Workspaces section:
1. Open your workspace by selecting on its name: cml-tutorial
2. Select New Project
Complete the New Project form using:
1. Project Name: Predicting House Prices
2. Project Visibility: Public
3. Initial Setup: Local
Upload or Drag-Drop cml-project-houseprice.zip you downloaded earlier
4. Create Project
CREATE MODEL
TRAIN MODEL
Now that we have a working environment, let’s create a session in our project.
We will use the housing data to train a linear regression model.
Beginning from the Projects section, select the project name, Predicting House
Prices.
Select New Session and complete the session form:
1. Session Name: Home Price Prototype
2. Editor: Workbench
3. Kernel: Python 3
4. Engine Image: Default
5. Resource Profile: Default (1 vCPU / 2 GiB Memory)
6. Start Session
Let’s open a terminal window by selecting, >_ Terminal Access and type:
sh cdsw-build.sh
This will install the dependent libraries needed for the project (sklearn,
pandas and numpy). Once it completes, close the terminal window.
NOTE: You only need to install dependent libraries once - this step can be
skipped in future sessions.
Select file, train-model.py and click on to run the entire program.
Using house_data.csv, a linear regression model will be created and saved in a
new file called, housePredictor.pickle.
Now that we’ve created our model, we no longer need this session - select Stop
to terminate the session.
ADD MODEL TO PROJECT
In the Models section, select New Model to add the model we’ve just created to
the project. Complete form as follows:
Name: HousePredictor
Description: Predicts the price of a home
File: model-wrapper.py
Function: PredictFunc
Example Input:
{
"bathrooms": "2",
"bedrooms": "3",
"sqft_living": "1800",
"sqft_lot": "2200",
"floors": "1",
"waterfront": "1",
"condition": "3"
}
Example Output: { "result" : 100000 }
Kernel: Python 3
Engine Profile: Default
Replicas: 1
Select Deploy Model
SETUP AND RUN WEB APPLICATION
There are two pieces of information we need to get before we could deploy the
website.
Beginning from the Projects section, select the project name, Predicting House
Prices. Next, select the model name, HousePredictor.
Under the Overview and Shell tabs, capture hostURL and accessKey.
As part of the download assets, we provided a folder named,
cml-webapp-houseprice. Using your favorite editor, modify
cml-webapp-houseprice/src/App.js by replacing:
<accessKey> with accessKey
<hostURL> with hostURL
In the command line, move into folder cml-webapp-houseprice and run the
following commands:
npm install
npm start
A new browser window/tab should automatically open using http://localhost:3000.
You are encouraged to play with different home configurations and see its
predicted value.
Congratulations on completing the tutorial.
While playing with the web application, you may have noticed interesting price
values being predicated. If you in the mood for a good challenge, modify
train-model.py and improve the model.
As you have seen, it is easy to use Cloudera Machine Learning (CML) to deploy
your machine learning projects. This is only the beginning - there is so much
more to learn.
FURTHER READING
Videos
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