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    <title>topic Intel Parallel Universe Magazine. Issue 26 Is Out! in Intel® Distribution for Python*</title>
    <link>https://community.intel.com/t5/Intel-Distribution-for-Python/Intel-Parallel-Universe-Magazine-Issue-26-Is-Out/m-p/1067865#M149</link>
    <description>&lt;HEADER id="article-header" role="banner" style="background: none; margin: 0px; padding: 0px; outline: 0px; border: 0px currentColor; border-image: none; color: rgba(0, 0, 0, 0.701961); line-height: inherit; font-family: &amp;quot;Source Sans Pro&amp;quot;, Helvetica, Arial, sans-serif; font-size: 17px; vertical-align: baseline; font-stretch: inherit; font-variant-numeric: inherit;"&gt;
	&lt;H1 class="article-title" style="background: none; outline: 0px; border: 0px currentColor; border-image: none; color: rgba(0, 0, 0, 0.85098); line-height: 48px; font-size: 42px; font-style: inherit; font-variant: inherit; margin-top: 3.2rem; margin-bottom: 2rem; vertical-align: baseline; font-stretch: inherit;" itemprop="headline"&gt;&lt;SPAN style="color: rgba(0, 0, 0, 0.701961); font-family: &amp;quot;Source Serif Pro&amp;quot;, serif; font-size: 21px; font-style: inherit; background-color: transparent; font-variant-ligatures: inherit; font-variant-caps: inherit;"&gt;Dear all,&lt;/SPAN&gt;&lt;/H1&gt;
&lt;/HEADER&gt;

&lt;DIV class="prose" style="background: none; margin: 0px; padding: 0px; outline: 0px; border: 0px currentColor; border-image: none; color: rgba(0, 0, 0, 0.701961); line-height: inherit; font-family: &amp;quot;Source Sans Pro&amp;quot;, Helvetica, Arial, sans-serif; font-size: 17px; vertical-align: baseline; font-stretch: inherit; font-variant-numeric: inherit;" itemprop="articleBody"&gt;
	&lt;H1 class="article-title" style="background: none; outline: 0px; border: 0px currentColor; border-image: none; color: rgba(0, 0, 0, 0.85098); line-height: 48px; font-family: &amp;quot;Source Sans Pro&amp;quot;, Helvetica, Arial, sans-serif; font-size: 42px; font-style: inherit; font-variant: inherit; margin-top: 3.2rem; margin-bottom: 2rem; vertical-align: baseline; font-stretch: inherit;" itemprop="headline"&gt;&lt;SPAN style="color: rgba(0, 0, 0, 0.701961); font-family: &amp;quot;Source Serif Pro&amp;quot;, serif; font-size: 21px; font-style: inherit; background-color: transparent; font-variant-ligatures: inherit; font-variant-caps: inherit;"&gt;The Issue 26 of Intel Parallel Universe Magazine has a number of interesting materials.&lt;/SPAN&gt;&lt;/H1&gt;

	&lt;P style="background: none; outline: 0px; border: 0px currentColor; border-image: none; line-height: 32px; font-family: &amp;quot;Source Serif Pro&amp;quot;, serif; font-size: 21px; font-style: inherit; font-variant: inherit; margin-top: 3.2rem; margin-bottom: 3.2rem; vertical-align: baseline; font-stretch: inherit;"&gt;Intel Python team heard your feedback to provide more detailed use case how various technologies being shipped within Intel(R) Distribution for Python* can be applied to accelerate numerical and machine learning applications. Together with experts from Intel(R) Data Analytics Acceleration Library and Intel(R) VTune(TM) Amplifier teams we created a detailed case study showing how to accelerate one of typical machine learning problems, the Recommendation System. In our step-by-step study we illustrate the value of these technologies and give general recommendations how to get speeds near to native code performance. Read the article&amp;nbsp;&lt;A style="background: none; border: 0px currentColor; border-image: none; color: rgb(140, 104, 203); line-height: inherit; font-family: inherit; font-style: inherit; font-variant: inherit; vertical-align: baseline; cursor: pointer; -ms-word-wrap: break-word; font-stretch: inherit;" href="http://links.inteldpd.mkt8118.com/ctt?kn=9&amp;amp;ms=MjY5MDY3MTMS1&amp;amp;r=NzY2MTc2NTY4MTkS1&amp;amp;b=0&amp;amp;j=OTA0ODcxOTY5S0&amp;amp;mt=1&amp;amp;rt=0" target="_blank" rel="nofollow noopener"&gt;&lt;EM style="background: none; outline: 0px; border: 0px currentColor; border-image: none; line-height: inherit; font-family: Georgia, &amp;quot;Source Serif Pro&amp;quot;, serif; font-size: 0.97em; font-variant: inherit; font-weight: inherit; vertical-align: baseline; font-stretch: inherit;"&gt;Overcome Python* Performance Barriers for Machine Learning&lt;/EM&gt;&lt;/A&gt;.&lt;/P&gt;

	&lt;P style="background: none; outline: 0px; border: 0px currentColor; border-image: none; line-height: 32px; font-family: &amp;quot;Source Serif Pro&amp;quot;, serif; font-size: 21px; font-style: inherit; font-variant: inherit; margin-top: 3.2rem; margin-bottom: 3.2rem; vertical-align: baseline; font-stretch: inherit;"&gt;I also recommend reading materials from Intel MKL and DAAL library experts,&lt;EM style="background: none; outline: 0px; border: 0px currentColor; border-image: none; line-height: inherit; font-family: Georgia, &amp;quot;Source Serif Pro&amp;quot;, serif; font-size: 0.97em; font-variant: inherit; font-weight: inherit; vertical-align: baseline; font-stretch: inherit;"&gt;Unleash the Power of Big Data Analytics and Machine Learning, Lightning-Fast R* Machine Learning Algorithms&lt;/EM&gt;,&amp;nbsp;&lt;EM style="background: none; outline: 0px; border: 0px currentColor; border-image: none; line-height: inherit; font-family: Georgia, &amp;quot;Source Serif Pro&amp;quot;, serif; font-size: 0.97em; font-variant: inherit; font-weight: inherit; vertical-align: baseline; font-stretch: inherit;"&gt;A Performance Library for Data Analytics and Machine Learning&lt;/EM&gt;, and&amp;nbsp;&lt;EM style="background: none; outline: 0px; border: 0px currentColor; border-image: none; line-height: inherit; font-family: Georgia, &amp;quot;Source Serif Pro&amp;quot;, serif; font-size: 0.97em; font-variant: inherit; font-weight: inherit; vertical-align: baseline; font-stretch: inherit;"&gt;MeritData Speeds Up Its Tempo* Big Data Platform Using Intel® High-Performance Libraries&amp;nbsp;&lt;/EM&gt;to get hands-on experience with machine learning capabilities of these products.&lt;/P&gt;

	&lt;P style="background: none; outline: 0px; border: 0px currentColor; border-image: none; line-height: 32px; font-family: &amp;quot;Source Serif Pro&amp;quot;, serif; font-size: 21px; font-style: inherit; font-variant: inherit; margin-top: 3.2rem; margin-bottom: 3.2rem; vertical-align: baseline; font-stretch: inherit;"&gt;Don't miss to read about next Intel VTune Amplifier capabilities to seamlessly profile Python and Java codes while working on your Big Data and Machine Learning projects in this article&amp;nbsp;&lt;EM style="background: none; outline: 0px; border: 0px currentColor; border-image: none; line-height: inherit; font-family: Georgia, &amp;quot;Source Serif Pro&amp;quot;, serif; font-size: 0.97em; font-variant: inherit; font-weight: inherit; vertical-align: baseline; font-stretch: inherit;"&gt;Profililing Java* and Python* Code using Intel® VTune™ Amplifier&lt;/EM&gt;.&lt;/P&gt;

	&lt;P style="background: none; outline: 0px; border: 0px currentColor; border-image: none; line-height: 32px; font-family: &amp;quot;Source Serif Pro&amp;quot;, serif; font-size: 21px; font-style: inherit; font-variant: inherit; margin-top: 3.2rem; margin-bottom: 3.2rem; vertical-align: baseline; font-stretch: inherit;"&gt;The last but not least, for C/C++ and Fortran worlds, learn more about optimizing Intel(R) Xeon(TM) Phi using world-class compilers and libraries from Intel(R) Parallel Studio XE 2018&amp;nbsp;&lt;EM style="background: none; outline: 0px; border: 0px currentColor; border-image: none; line-height: inherit; font-family: Georgia, &amp;quot;Source Serif Pro&amp;quot;, serif; font-size: 0.97em; font-variant: inherit; font-weight: inherit; vertical-align: baseline; font-stretch: inherit;"&gt;Modernize Your Code for Intel® Xeon Phi™ Processors.&lt;/EM&gt;&lt;/P&gt;

	&lt;P style="background: none; outline: 0px; border: 0px currentColor; border-image: none; line-height: 32px; font-family: &amp;quot;Source Serif Pro&amp;quot;, serif; font-size: 21px; font-style: inherit; font-variant: inherit; margin-top: 3.2rem; margin-bottom: 3.2rem; vertical-align: baseline; font-stretch: inherit;"&gt;Get the full issue&amp;nbsp;&lt;A style="background: none; border: 0px currentColor; border-image: none; color: rgb(140, 104, 203); line-height: inherit; font-family: inherit; font-style: inherit; font-variant: inherit; vertical-align: baseline; cursor: pointer; -ms-word-wrap: break-word; font-stretch: inherit;" href="http://software.intel.com/sites/default/files/managed/9d/4d/parallel-universe-magazine-issue-26.pdf" target="_blank" rel="nofollow noopener"&gt;here&lt;/A&gt;.&lt;/P&gt;

	&lt;P style="background: none; outline: 0px; border: 0px currentColor; border-image: none; line-height: 32px; font-family: &amp;quot;Source Serif Pro&amp;quot;, serif; font-size: 21px; font-style: inherit; font-variant: inherit; margin-top: 3.2rem; margin-bottom: 3.2rem; vertical-align: baseline; font-stretch: inherit;"&gt;Thank you,&lt;/P&gt;

	&lt;P style="background: none; outline: 0px; border: 0px currentColor; border-image: none; line-height: 32px; font-family: &amp;quot;Source Serif Pro&amp;quot;, serif; font-size: 21px; font-style: inherit; font-variant: inherit; margin-top: 3.2rem; margin-bottom: 3.2rem; vertical-align: baseline; font-stretch: inherit;"&gt;Sergey Maidanov&lt;/P&gt;

	&lt;P style="background: none; outline: 0px; border: 0px currentColor; border-image: none; line-height: 32px; font-family: &amp;quot;Source Serif Pro&amp;quot;, serif; font-size: 21px; font-style: inherit; font-variant: inherit; margin-top: 3.2rem; margin-bottom: 3.2rem; vertical-align: baseline; font-stretch: inherit;"&gt;&lt;EM style="background: none; outline: 0px; border: 0px currentColor; border-image: none; line-height: inherit; font-family: Georgia, &amp;quot;Source Serif Pro&amp;quot;, serif; font-size: 0.97em; font-variant: inherit; font-weight: inherit; vertical-align: baseline; font-stretch: inherit;"&gt;Software Engineering Manager for Intel Distribution for Python&lt;/EM&gt;&lt;/P&gt;
&lt;/DIV&gt;</description>
    <pubDate>Thu, 27 Oct 2016 22:17:20 GMT</pubDate>
    <dc:creator>Sergey_M_Intel2</dc:creator>
    <dc:date>2016-10-27T22:17:20Z</dc:date>
    <item>
      <title>Intel Parallel Universe Magazine. Issue 26 Is Out!</title>
      <link>https://community.intel.com/t5/Intel-Distribution-for-Python/Intel-Parallel-Universe-Magazine-Issue-26-Is-Out/m-p/1067865#M149</link>
      <description>&lt;HEADER id="article-header" role="banner" style="background: none; margin: 0px; padding: 0px; outline: 0px; border: 0px currentColor; border-image: none; color: rgba(0, 0, 0, 0.701961); line-height: inherit; font-family: &amp;quot;Source Sans Pro&amp;quot;, Helvetica, Arial, sans-serif; font-size: 17px; vertical-align: baseline; font-stretch: inherit; font-variant-numeric: inherit;"&gt;
	&lt;H1 class="article-title" style="background: none; outline: 0px; border: 0px currentColor; border-image: none; color: rgba(0, 0, 0, 0.85098); line-height: 48px; font-size: 42px; font-style: inherit; font-variant: inherit; margin-top: 3.2rem; margin-bottom: 2rem; vertical-align: baseline; font-stretch: inherit;" itemprop="headline"&gt;&lt;SPAN style="color: rgba(0, 0, 0, 0.701961); font-family: &amp;quot;Source Serif Pro&amp;quot;, serif; font-size: 21px; font-style: inherit; background-color: transparent; font-variant-ligatures: inherit; font-variant-caps: inherit;"&gt;Dear all,&lt;/SPAN&gt;&lt;/H1&gt;
&lt;/HEADER&gt;

&lt;DIV class="prose" style="background: none; margin: 0px; padding: 0px; outline: 0px; border: 0px currentColor; border-image: none; color: rgba(0, 0, 0, 0.701961); line-height: inherit; font-family: &amp;quot;Source Sans Pro&amp;quot;, Helvetica, Arial, sans-serif; font-size: 17px; vertical-align: baseline; font-stretch: inherit; font-variant-numeric: inherit;" itemprop="articleBody"&gt;
	&lt;H1 class="article-title" style="background: none; outline: 0px; border: 0px currentColor; border-image: none; color: rgba(0, 0, 0, 0.85098); line-height: 48px; font-family: &amp;quot;Source Sans Pro&amp;quot;, Helvetica, Arial, sans-serif; font-size: 42px; font-style: inherit; font-variant: inherit; margin-top: 3.2rem; margin-bottom: 2rem; vertical-align: baseline; font-stretch: inherit;" itemprop="headline"&gt;&lt;SPAN style="color: rgba(0, 0, 0, 0.701961); font-family: &amp;quot;Source Serif Pro&amp;quot;, serif; font-size: 21px; font-style: inherit; background-color: transparent; font-variant-ligatures: inherit; font-variant-caps: inherit;"&gt;The Issue 26 of Intel Parallel Universe Magazine has a number of interesting materials.&lt;/SPAN&gt;&lt;/H1&gt;

	&lt;P style="background: none; outline: 0px; border: 0px currentColor; border-image: none; line-height: 32px; font-family: &amp;quot;Source Serif Pro&amp;quot;, serif; font-size: 21px; font-style: inherit; font-variant: inherit; margin-top: 3.2rem; margin-bottom: 3.2rem; vertical-align: baseline; font-stretch: inherit;"&gt;Intel Python team heard your feedback to provide more detailed use case how various technologies being shipped within Intel(R) Distribution for Python* can be applied to accelerate numerical and machine learning applications. Together with experts from Intel(R) Data Analytics Acceleration Library and Intel(R) VTune(TM) Amplifier teams we created a detailed case study showing how to accelerate one of typical machine learning problems, the Recommendation System. In our step-by-step study we illustrate the value of these technologies and give general recommendations how to get speeds near to native code performance. Read the article&amp;nbsp;&lt;A style="background: none; border: 0px currentColor; border-image: none; color: rgb(140, 104, 203); line-height: inherit; font-family: inherit; font-style: inherit; font-variant: inherit; vertical-align: baseline; cursor: pointer; -ms-word-wrap: break-word; font-stretch: inherit;" href="http://links.inteldpd.mkt8118.com/ctt?kn=9&amp;amp;ms=MjY5MDY3MTMS1&amp;amp;r=NzY2MTc2NTY4MTkS1&amp;amp;b=0&amp;amp;j=OTA0ODcxOTY5S0&amp;amp;mt=1&amp;amp;rt=0" target="_blank" rel="nofollow noopener"&gt;&lt;EM style="background: none; outline: 0px; border: 0px currentColor; border-image: none; line-height: inherit; font-family: Georgia, &amp;quot;Source Serif Pro&amp;quot;, serif; font-size: 0.97em; font-variant: inherit; font-weight: inherit; vertical-align: baseline; font-stretch: inherit;"&gt;Overcome Python* Performance Barriers for Machine Learning&lt;/EM&gt;&lt;/A&gt;.&lt;/P&gt;

	&lt;P style="background: none; outline: 0px; border: 0px currentColor; border-image: none; line-height: 32px; font-family: &amp;quot;Source Serif Pro&amp;quot;, serif; font-size: 21px; font-style: inherit; font-variant: inherit; margin-top: 3.2rem; margin-bottom: 3.2rem; vertical-align: baseline; font-stretch: inherit;"&gt;I also recommend reading materials from Intel MKL and DAAL library experts,&lt;EM style="background: none; outline: 0px; border: 0px currentColor; border-image: none; line-height: inherit; font-family: Georgia, &amp;quot;Source Serif Pro&amp;quot;, serif; font-size: 0.97em; font-variant: inherit; font-weight: inherit; vertical-align: baseline; font-stretch: inherit;"&gt;Unleash the Power of Big Data Analytics and Machine Learning, Lightning-Fast R* Machine Learning Algorithms&lt;/EM&gt;,&amp;nbsp;&lt;EM style="background: none; outline: 0px; border: 0px currentColor; border-image: none; line-height: inherit; font-family: Georgia, &amp;quot;Source Serif Pro&amp;quot;, serif; font-size: 0.97em; font-variant: inherit; font-weight: inherit; vertical-align: baseline; font-stretch: inherit;"&gt;A Performance Library for Data Analytics and Machine Learning&lt;/EM&gt;, and&amp;nbsp;&lt;EM style="background: none; outline: 0px; border: 0px currentColor; border-image: none; line-height: inherit; font-family: Georgia, &amp;quot;Source Serif Pro&amp;quot;, serif; font-size: 0.97em; font-variant: inherit; font-weight: inherit; vertical-align: baseline; font-stretch: inherit;"&gt;MeritData Speeds Up Its Tempo* Big Data Platform Using Intel® High-Performance Libraries&amp;nbsp;&lt;/EM&gt;to get hands-on experience with machine learning capabilities of these products.&lt;/P&gt;

	&lt;P style="background: none; outline: 0px; border: 0px currentColor; border-image: none; line-height: 32px; font-family: &amp;quot;Source Serif Pro&amp;quot;, serif; font-size: 21px; font-style: inherit; font-variant: inherit; margin-top: 3.2rem; margin-bottom: 3.2rem; vertical-align: baseline; font-stretch: inherit;"&gt;Don't miss to read about next Intel VTune Amplifier capabilities to seamlessly profile Python and Java codes while working on your Big Data and Machine Learning projects in this article&amp;nbsp;&lt;EM style="background: none; outline: 0px; border: 0px currentColor; border-image: none; line-height: inherit; font-family: Georgia, &amp;quot;Source Serif Pro&amp;quot;, serif; font-size: 0.97em; font-variant: inherit; font-weight: inherit; vertical-align: baseline; font-stretch: inherit;"&gt;Profililing Java* and Python* Code using Intel® VTune™ Amplifier&lt;/EM&gt;.&lt;/P&gt;

	&lt;P style="background: none; outline: 0px; border: 0px currentColor; border-image: none; line-height: 32px; font-family: &amp;quot;Source Serif Pro&amp;quot;, serif; font-size: 21px; font-style: inherit; font-variant: inherit; margin-top: 3.2rem; margin-bottom: 3.2rem; vertical-align: baseline; font-stretch: inherit;"&gt;The last but not least, for C/C++ and Fortran worlds, learn more about optimizing Intel(R) Xeon(TM) Phi using world-class compilers and libraries from Intel(R) Parallel Studio XE 2018&amp;nbsp;&lt;EM style="background: none; outline: 0px; border: 0px currentColor; border-image: none; line-height: inherit; font-family: Georgia, &amp;quot;Source Serif Pro&amp;quot;, serif; font-size: 0.97em; font-variant: inherit; font-weight: inherit; vertical-align: baseline; font-stretch: inherit;"&gt;Modernize Your Code for Intel® Xeon Phi™ Processors.&lt;/EM&gt;&lt;/P&gt;

	&lt;P style="background: none; outline: 0px; border: 0px currentColor; border-image: none; line-height: 32px; font-family: &amp;quot;Source Serif Pro&amp;quot;, serif; font-size: 21px; font-style: inherit; font-variant: inherit; margin-top: 3.2rem; margin-bottom: 3.2rem; vertical-align: baseline; font-stretch: inherit;"&gt;Get the full issue&amp;nbsp;&lt;A style="background: none; border: 0px currentColor; border-image: none; color: rgb(140, 104, 203); line-height: inherit; font-family: inherit; font-style: inherit; font-variant: inherit; vertical-align: baseline; cursor: pointer; -ms-word-wrap: break-word; font-stretch: inherit;" href="http://software.intel.com/sites/default/files/managed/9d/4d/parallel-universe-magazine-issue-26.pdf" target="_blank" rel="nofollow noopener"&gt;here&lt;/A&gt;.&lt;/P&gt;

	&lt;P style="background: none; outline: 0px; border: 0px currentColor; border-image: none; line-height: 32px; font-family: &amp;quot;Source Serif Pro&amp;quot;, serif; font-size: 21px; font-style: inherit; font-variant: inherit; margin-top: 3.2rem; margin-bottom: 3.2rem; vertical-align: baseline; font-stretch: inherit;"&gt;Thank you,&lt;/P&gt;

	&lt;P style="background: none; outline: 0px; border: 0px currentColor; border-image: none; line-height: 32px; font-family: &amp;quot;Source Serif Pro&amp;quot;, serif; font-size: 21px; font-style: inherit; font-variant: inherit; margin-top: 3.2rem; margin-bottom: 3.2rem; vertical-align: baseline; font-stretch: inherit;"&gt;Sergey Maidanov&lt;/P&gt;

	&lt;P style="background: none; outline: 0px; border: 0px currentColor; border-image: none; line-height: 32px; font-family: &amp;quot;Source Serif Pro&amp;quot;, serif; font-size: 21px; font-style: inherit; font-variant: inherit; margin-top: 3.2rem; margin-bottom: 3.2rem; vertical-align: baseline; font-stretch: inherit;"&gt;&lt;EM style="background: none; outline: 0px; border: 0px currentColor; border-image: none; line-height: inherit; font-family: Georgia, &amp;quot;Source Serif Pro&amp;quot;, serif; font-size: 0.97em; font-variant: inherit; font-weight: inherit; vertical-align: baseline; font-stretch: inherit;"&gt;Software Engineering Manager for Intel Distribution for Python&lt;/EM&gt;&lt;/P&gt;
&lt;/DIV&gt;</description>
      <pubDate>Thu, 27 Oct 2016 22:17:20 GMT</pubDate>
      <guid>https://community.intel.com/t5/Intel-Distribution-for-Python/Intel-Parallel-Universe-Magazine-Issue-26-Is-Out/m-p/1067865#M149</guid>
      <dc:creator>Sergey_M_Intel2</dc:creator>
      <dc:date>2016-10-27T22:17:20Z</dc:date>
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