fix

talks.md

@@ -14,22 +14,23 @@ Program committee:
 
 ## <span style="color:darkblue"> Selected Talks </span>
 
-(Upcoming talks are <span style="color:gray;font-size:0.9em">in grey</span>)
+<!---(Upcoming talks are <span style="color:gray;font-size:0.9em">in grey</span>)-->
 
-### <span style="color:darkblue"> Keynote talks </span>
+### <span style="color:darkblue"> Speaker </span>
 
-* <span style="color:grey">01/2020 [Applied Machine Learning Days at EPFL](https://appliedmldays.org/tracks/ai-nlp), Lausanne, Switzerland</span>
+* 01/2020 <span style="color:#5a8f3b">_Evolution of Representations in the Transformer_</span>, AI & NLP track at [Applied Machine Learning Days at EPFL](https://appliedmldays.org/tracks/ai-nlp), Lausanne, Switzerland
 * 08/2019 <span style="color:#5a8f3b">_Inside the Transformer_</span>, [Yandex Research Summit](https://yandex.com/promo/academy/yars_2019), <span style="font-size:0.9em">Moscow, Russia (with David Talbot)</span> 
-* 07/2019 <span style="color:#5a8f3b">_Machine translation: Analyzing multi-head self-attention_</span>, [AIST 2019](http://aistconf.org) <span style="font-size:0.9em">(8th International Conference - Analysis of Images, Social networks and Texts), Kazan, Russia</span> 
+* 07/2019 <span style="color:#5a8f3b">_Machine translation: Analyzing multi-head self-attention_</span>, keynote at [AIST 2019](http://aistconf.org) <span style="font-size:0.9em">(8th International Conference - Analysis of Images, Social networks and Texts), Kazan, Russia</span> 
 * 08/2018 <span style="color:#5a8f3b">_Does NMT learn to solve NLP?_</span>,  [Yandex Research Summit](https://yandex.com/promo/academy/yars_2019), <span style="font-size:0.9em">Moscow, Russia (with David Talbot)</span>
 
 ### <span style="color:darkblue"> Guest talks </span>
 
-* <span style="color:grey">01/2020 Seminar at Naver Labs Europe, Grenoble, France</span>
-* <span style="color:grey">01/2020 Seminar at Google Research, Berlin, Germany</span>
+* 01/2020 Seminar at Naver Labs Europe, Grenoble, France
+* 01/2020 Seminar at Google Research, Berlin, Germany
 * 11/2019 [NLP Highlights](https://soundcloud.com/nlp-highlights) podcast
 <iframe width="100%" height="170" scrolling="no" frameborder="no" allow="autoplay" src="https://w.soundcloud.com/player/?url=https%3A//api.soundcloud.com/tracks/725286211&color=%23ff5500&auto_play=false&hide_related=false&show_comments=true&show_user=true&show_reposts=false&show_teaser=false&show_artwork=false&visual=false"></iframe>
 
+
 ### <span style="color:darkblue"> Conference talks </span>
 * [ACL 2019](http://www.acl2019.org/EN/index.xhtml): <span style="color:#5a8f3b">_Analyzing Multi-Head Self-Attention: Specialized Heads Do the Heavy Lifting, the Rest Can Be Pruned_</span>, Florence, Italy <a href="http://www.livecongress.it/aol/indexSA.php?id=9FB3FACA&ticket=" class="label label-success">Video</a>
 * [ACL 2018](https://acl2018.org): <span style="color:#5a8f3b">_Context-Aware Neural Machine Translation Learns Anaphora Resolution_</span>, Melbourne, Australia <a href="https://vimeo.com/288152860" class="label label-success">Video</a>

teaching.md

@@ -13,7 +13,7 @@ and NLP research interns at [Yandex Research]({{site.yandex_research_main}}).
 
 
 The team:
-* Dmitriy Emelyanenko, <span style="color:gray">2019-current </span>
+* Dmitrii Emelianenko, <span style="color:gray">2019-current </span>
 * Ivan Provilkov, <span style="color:gray">2019-current </span>
 * Maksim Ryabinin, <span style="color:gray">2019-current </span>
 * __you?__ Apply [here](https://yandex.com/jobs/vacancies/research/intern_researcher_eng) <span style="color:red"> UPD: currently I'm not taking any new students </span>