diff --git a/index.md b/index.md
index 6958da3..024a023 100644
--- a/index.md
+++ b/index.md
@@ -22,7 +22,7 @@ I (still) [teach NLP](https://github.com/yandexdataschool/nlp_course) at the [Ya
 
 ## <span style="color:darkblue">News </span>
 
-* 10-12/2020 Invited talks at: CMU, [USC ISI](https://nlg.isi.edu/nl-seminar/), ENS Paris.
+* 10-12/2020 Invited talks at: CMU, [USC ISI](https://nlg.isi.edu/nl-seminar/), ENS Paris, [ML Street Talk](https://www.youtube.com/watch?v=Q0kN_ZHHDQY).
 * 09/2020 __2__ papers _accepted to __EMNLP__ 2020_.
 * 06-08/2020 Invited talks at: MIT, DeepMind, [Grammarly AI](https://grammarly.ai/information-theoretic-probing-with-minimum-description-length/), Unbabel, [NLP with Friends](https://nlpwithfriends.com).
 * 04/2020 Our [BPE-dropout](https://arxiv.org/pdf/1910.13267.pdf) is _accepted to __ACL__ 2020_. 
diff --git a/talks.md b/talks.md
index c91c8c3..68ae410 100644
--- a/talks.md
+++ b/talks.md
@@ -50,7 +50,12 @@ Program committee:
 <br/>&nbsp; &nbsp; &nbsp; Google Research, Berlin, Germany
 * 01/2020 <span class="talk-title">_Evolution of Representations in the Transformer_</span> <a href="https://drive.google.com/file/d/1bEiWUZDNbKAgMkt5PPF9sQl3x9AYNVoZ/view?usp=sharing" class="label slides">Slides</a> <a href="https://youtu.be/h5N7sbAKBhA" class="label video">Video</a> 
 <br/>&nbsp; &nbsp; &nbsp; [Rasa](https://www.meetup.com/ru-RU/Bots-Berlin-Build-better-conversational-interfaces-with-AI/events/267058207/), Berlin, Germany
-* 11/2019 [NLP Highlights](https://soundcloud.com/nlp-highlights) podcast
+
+### <span style="color:darkblue"> Podcasts </span>
+
+* 01/2021 [ML Street Talk](https://www.youtube.com/channel/UCMLtBahI5DMrt0NPvDSoIRQ)
+<iframe width="300" height="160" src="https://www.youtube.com/embed/Q0kN_ZHHDQY" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
+* 11/2019 [NLP Highlights](https://soundcloud.com/nlp-highlights)
 <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>