<div dir="ltr"><div dir="ltr" class="gmail_signature" data-smartmail="gmail_signature"><div dir="ltr"><table width="400" cellpadding="0" cellspacing="0" border="0" style="font-family:Roboto,RobotoDraft,Helvetica,Arial,sans-serif;font-size:medium;width:300pt;background-image:initial;background-position:initial;background-repeat:initial;border-collapse:collapse"><tbody><tr><td colspan="2" width="400" style="width:300pt;padding:0cm">

<p style="margin-top:0in;margin-right:0in;margin-left:0in;font-size:12pt;font-family:"Times New Roman",serif"><span style="font-size:11.5pt;font-family:Arial,sans-serif;color:rgb(29,28,29)">Dear colleagues,<br>
We are excited to announce that Materials Square is hosting a free webinar.<br>
</span><span style="font-size:11.5pt;font-family:Arial,sans-serif"><a href="https://www.materialssquare.com/webinar" target="_blank" style="color:blue">https://www.materialssquare.com/webinar</a><span style="color:rgb(51,63,72)"></span></span></p>

<p class="MsoNormal" style="text-align:justify;margin:0in 0in 8pt;line-height:107%;font-size:11pt;font-family:Calibri,sans-serif"><span style="font-size:11.5pt;line-height:107%;font-family:Arial,sans-serif;color:rgb(29,28,29);background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial">In this webinar, we invited <b>Prof.
Luca M. Ghiringhelli </b>from Humboldt University of Berlin, a leading expert
in AI-driven materials discovery. Prof. Ghiringhelli will share his
cutting-edge strategies for accelerating the identification and design of
optimal materials based on their desired properties and applications. A key
focus of Prof. Ghiringhelli's research is to extract unseen patterns and
develop predictive, data-driven models from a consistent body of experimental
or theoretical data, using artificial intelligence (AI). This approach enables
the construction of materials' (properties) maps, where distinct regions
represent materials with different properties. One of the primary challenges in
creating these maps lies in identifying suitable descriptive parameters, or
descriptors, that define the regions of interest.</span></p>

<p class="MsoNormal" style="text-align:justify;margin:0in 0in 8pt;line-height:107%;font-size:11pt;font-family:Calibri,sans-serif"><span style="font-size:11.5pt;line-height:107%;font-family:Arial,sans-serif;color:rgb(29,28,29);background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial">In this webinar, Prof. Ghiringhelli
will present recent updates on novel methods for the AI-aided identification of
descriptors and materials maps, tailored to work (also) with
"small-data", and applied to important materials-science challenges
such as the prediction of catalytic properties of experimentally and
computationally characterized materials, and more. Additionally, Prof.
Ghiringhelli will introduce the FAIRmat consortium and the NOMAD AI toolkit, an
online platform for publishing and sharing curated Jupyter notebooks. </span></p>

<p class="MsoNormal" style="text-align:justify;margin:0in 0in 8pt;line-height:107%;font-size:11pt;font-family:Calibri,sans-serif"><span style="font-size:11.5pt;line-height:107%;font-family:Arial,sans-serif;color:rgb(29,28,29);background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"> </span></p>

<p class="MsoNormal" style="text-align:justify;margin:0in 0in 8pt;line-height:107%;font-size:11pt;font-family:Calibri,sans-serif"><span style="font-size:11.5pt;line-height:107%;font-family:Arial,sans-serif;color:rgb(29,28,29);background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial">Join us for this insightful MatSQ webinar
to learn from a world-class expert and gain valuable knowledge about the latest
developments in AI-driven materials research.</span></p>

<p class="MsoNormal" style="text-align:justify;margin:0in 0in 8pt;line-height:107%;font-size:11pt;font-family:Calibri,sans-serif"><span style="font-size:11.5pt;line-height:107%;font-family:Arial,sans-serif;color:rgb(29,28,29);background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"> </span></p>

<p class="MsoNormal" style="margin:0in 0in 8pt;line-height:107%;font-size:11pt;font-family:Calibri,sans-serif"><b><span style="font-size:11.5pt;line-height:107%;font-family:Arial,sans-serif;color:rgb(29,28,29)">Title:</span></b><span style="font-size:11.5pt;line-height:107%;font-family:Arial,sans-serif;color:rgb(29,28,29)"> “<b>AI-driven search for functional materials: symbolic
inference in catalysis”</b></span></p><p class="MsoNormal" style="margin:0in 0in 8pt;line-height:107%;font-size:11pt;font-family:Calibri,sans-serif"><span style="font-size:11.5pt;line-height:107%;font-family:Arial,sans-serif;color:rgb(29,28,29)"><b><br></b>
<span style="background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"><b>Presenter: Prof. Luca M. Ghiringhelli
</b>(Physics Department and IRIS Adlershof, Humboldt University of Berlin, Germany)</span><span style="background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"></span></span></p>

<p class="MsoNormal" style="margin:0in 0in 8pt;line-height:107%;font-size:11pt;font-family:Calibri,sans-serif"><span style="font-size:11.5pt;line-height:107%;font-family:Arial,sans-serif;color:rgb(29,28,29)"><br>
<b><span style="background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial">Date (based on several time zone) :</span></b></span></p>

<p class="MsoNormal" style="margin:0in;line-height:107%;font-size:11pt;font-family:Calibri,sans-serif"><b><span style="font-size:11.5pt;line-height:107%;font-family:Arial,sans-serif;color:rgb(29,28,29);background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial">-</span></b><b><span style="font-size:11.5pt;line-height:107%;font-family:"Cambria Math",serif;color:rgb(29,28,29);background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial">𝗧𝗵𝘂</span></b><b><span style="font-size:11.5pt;line-height:107%;font-family:Arial,sans-serif;color:rgb(29,28,29);background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial">, </span></b><b><span style="font-size:11.5pt;line-height:107%;font-family:"Cambria Math",serif;color:rgb(29,28,29);background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial">𝗔𝗽𝗿</span></b><b><span style="font-size:11.5pt;line-height:107%;font-family:Arial,sans-serif;color:rgb(29,28,29);background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"> </span></b><b><span style="font-size:11.5pt;line-height:107%;font-family:"Cambria Math",serif;color:rgb(29,28,29);background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial">𝟮𝟳</span></b><b><span style="font-size:11.5pt;line-height:107%;font-family:Arial,sans-serif;color:rgb(29,28,29);background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial">, </span></b><b><span style="font-size:11.5pt;line-height:107%;font-family:"Cambria Math",serif;color:rgb(29,28,29);background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial">𝟮𝟬𝟮𝟯</span></b><b><span style="font-size:11.5pt;line-height:107%;font-family:Arial,sans-serif;color:rgb(29,28,29);background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"> (01:00 ~ 02:00) | Los Angeles (PDT)</span></b></p>

<p class="MsoNormal" style="margin:0in;line-height:107%;font-size:11pt;font-family:Calibri,sans-serif"><b><span style="font-size:11.5pt;line-height:107%;font-family:Arial,sans-serif;color:rgb(29,28,29);background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial">-</span></b><b><span style="font-size:11.5pt;line-height:107%;font-family:"Cambria Math",serif;color:rgb(29,28,29);background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial">𝗧𝗵𝘂</span></b><b><span style="font-size:11.5pt;line-height:107%;font-family:Arial,sans-serif;color:rgb(29,28,29);background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial">, </span></b><b><span style="font-size:11.5pt;line-height:107%;font-family:"Cambria Math",serif;color:rgb(29,28,29);background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial">𝗔𝗽𝗿</span></b><b><span style="font-size:11.5pt;line-height:107%;font-family:Arial,sans-serif;color:rgb(29,28,29);background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"> </span></b><b><span style="font-size:11.5pt;line-height:107%;font-family:"Cambria Math",serif;color:rgb(29,28,29);background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial">𝟮𝟳</span></b><b><span style="font-size:11.5pt;line-height:107%;font-family:Arial,sans-serif;color:rgb(29,28,29);background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial">, </span></b><b><span style="font-size:11.5pt;line-height:107%;font-family:"Cambria Math",serif;color:rgb(29,28,29);background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial">𝟮𝟬𝟮𝟯</span></b><b><span style="font-size:11.5pt;line-height:107%;font-family:Arial,sans-serif;color:rgb(29,28,29);background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"> (04:00 ~ 05:00) | New York (EDT)</span></b></p>

<p class="MsoNormal" style="margin:0in;line-height:107%;font-size:11pt;font-family:Calibri,sans-serif"><b><span style="font-size:11.5pt;line-height:107%;font-family:Arial,sans-serif;color:rgb(29,28,29);background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial">-</span></b><b><span style="font-size:11.5pt;line-height:107%;font-family:"Cambria Math",serif;color:rgb(29,28,29);background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial">𝗧𝗵𝘂</span></b><b><span style="font-size:11.5pt;line-height:107%;font-family:Arial,sans-serif;color:rgb(29,28,29);background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial">, </span></b><b><span style="font-size:11.5pt;line-height:107%;font-family:"Cambria Math",serif;color:rgb(29,28,29);background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial">𝗔𝗽𝗿</span></b><b><span style="font-size:11.5pt;line-height:107%;font-family:Arial,sans-serif;color:rgb(29,28,29);background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"> </span></b><b><span style="font-size:11.5pt;line-height:107%;font-family:"Cambria Math",serif;color:rgb(29,28,29);background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial">𝟮𝟳</span></b><b><span style="font-size:11.5pt;line-height:107%;font-family:Arial,sans-serif;color:rgb(29,28,29);background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial">, </span></b><b><span style="font-size:11.5pt;line-height:107%;font-family:"Cambria Math",serif;color:rgb(29,28,29);background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial">𝟮𝟬𝟮𝟯</span></b><b><span style="font-size:11.5pt;line-height:107%;font-family:Arial,sans-serif;color:rgb(29,28,29);background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"> (10:00 ~ 11:00) | Paris (CET)</span></b></p>

<p class="MsoNormal" style="margin:0in;line-height:107%;font-size:11pt;font-family:Calibri,sans-serif"><b><span style="font-size:11.5pt;line-height:107%;font-family:Arial,sans-serif;color:rgb(29,28,29);background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial">-</span></b><b><span style="font-size:11.5pt;line-height:107%;font-family:"Cambria Math",serif;color:rgb(29,28,29);background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial">𝗧𝗵𝘂</span></b><b><span style="font-size:11.5pt;line-height:107%;font-family:Arial,sans-serif;color:rgb(29,28,29);background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial">, </span></b><b><span style="font-size:11.5pt;line-height:107%;font-family:"Cambria Math",serif;color:rgb(29,28,29);background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial">𝗔𝗽𝗿</span></b><b><span style="font-size:11.5pt;line-height:107%;font-family:Arial,sans-serif;color:rgb(29,28,29);background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"> </span></b><b><span style="font-size:11.5pt;line-height:107%;font-family:"Cambria Math",serif;color:rgb(29,28,29);background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial">𝟮𝟳</span></b><b><span style="font-size:11.5pt;line-height:107%;font-family:Arial,sans-serif;color:rgb(29,28,29);background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial">, </span></b><b><span style="font-size:11.5pt;line-height:107%;font-family:"Cambria Math",serif;color:rgb(29,28,29);background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial">𝟮𝟬𝟮𝟯</span></b><b><span style="font-size:11.5pt;line-height:107%;font-family:Arial,sans-serif;color:rgb(29,28,29);background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"> (11:00 ~ 12:00) | Riyadh (KSA)</span></b></p>

<p class="MsoNormal" style="margin:0in;line-height:107%;font-size:11pt;font-family:Calibri,sans-serif"><b><span style="font-size:11.5pt;line-height:107%;font-family:Arial,sans-serif;color:rgb(29,28,29);background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial">-</span></b><b><span style="font-size:11.5pt;line-height:107%;font-family:"Cambria Math",serif;color:rgb(29,28,29);background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial">𝗧𝗵𝘂</span></b><b><span style="font-size:11.5pt;line-height:107%;font-family:Arial,sans-serif;color:rgb(29,28,29);background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial">, </span></b><b><span style="font-size:11.5pt;line-height:107%;font-family:"Cambria Math",serif;color:rgb(29,28,29);background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial">𝗔𝗽𝗿</span></b><b><span style="font-size:11.5pt;line-height:107%;font-family:Arial,sans-serif;color:rgb(29,28,29);background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"> </span></b><b><span style="font-size:11.5pt;line-height:107%;font-family:"Cambria Math",serif;color:rgb(29,28,29);background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial">𝟮𝟳</span></b><b><span style="font-size:11.5pt;line-height:107%;font-family:Arial,sans-serif;color:rgb(29,28,29);background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial">, </span></b><b><span style="font-size:11.5pt;line-height:107%;font-family:"Cambria Math",serif;color:rgb(29,28,29);background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial">𝟮𝟬𝟮𝟯</span></b><b><span style="font-size:11.5pt;line-height:107%;font-family:Arial,sans-serif;color:rgb(29,28,29);background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"> (13:30 ~ 14:30) | New Delhi (IST)</span></b></p>

<p class="MsoNormal" style="margin:0in;line-height:107%;font-size:11pt;font-family:Calibri,sans-serif"><b><span style="font-size:11.5pt;line-height:107%;font-family:Arial,sans-serif;color:rgb(29,28,29);background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial">-</span></b><b><span style="font-size:11.5pt;line-height:107%;font-family:"Cambria Math",serif;color:rgb(29,28,29);background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial">𝗧𝗵𝘂</span></b><b><span style="font-size:11.5pt;line-height:107%;font-family:Arial,sans-serif;color:rgb(29,28,29);background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial">, </span></b><b><span style="font-size:11.5pt;line-height:107%;font-family:"Cambria Math",serif;color:rgb(29,28,29);background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial">𝗔𝗽𝗿</span></b><b><span style="font-size:11.5pt;line-height:107%;font-family:Arial,sans-serif;color:rgb(29,28,29);background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"> </span></b><b><span style="font-size:11.5pt;line-height:107%;font-family:"Cambria Math",serif;color:rgb(29,28,29);background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial">𝟮𝟳</span></b><b><span style="font-size:11.5pt;line-height:107%;font-family:Arial,sans-serif;color:rgb(29,28,29);background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial">, </span></b><b><span style="font-size:11.5pt;line-height:107%;font-family:"Cambria Math",serif;color:rgb(29,28,29);background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial">𝟮𝟬𝟮𝟯</span></b><b><span style="font-size:11.5pt;line-height:107%;font-family:Arial,sans-serif;color:rgb(29,28,29);background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"> (17:00 ~ 18:00) | Seoul (KST)</span></b></p>

<p class="MsoNormal" style="margin:0in;line-height:107%;font-size:11pt;font-family:Calibri,sans-serif"><b><span style="font-size:11.5pt;line-height:107%;font-family:Arial,sans-serif;color:rgb(29,28,29);background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"> </span></b></p>

<p class="MsoNormal" style="margin:0in 0in 8pt;line-height:107%;font-size:11pt;font-family:Calibri,sans-serif"><span style="font-size:11.5pt;line-height:107%;font-family:Arial,sans-serif;color:rgb(29,28,29);background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial">(KST)<b>Registration: </b></span><span style="font-size:11.5pt;line-height:107%;font-family:Arial,sans-serif"><a href="https://www.materialssquare.com/webinar" target="_blank" style="color:blue"><span style="background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial">https://www.materialssquare.com/webinar</span></a><span class="gmail-MsoHyperlink" style="color:blue;text-decoration-line:underline"><span style="background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial"> </span></span><span style="color:rgb(29,28,29);background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial">Registration is always FREE on materials
square webinar.</span><span style="color:rgb(29,28,29)"><br>
<span style="background-image:initial;background-position:initial;background-size:initial;background-repeat:initial;background-origin:initial;background-clip:initial">See you virtual,</span></span></span></p></td></tr></tbody></table></div></div></div>