Merge branch 'main' into fix

Author: kavaivaleri

_data/events.yaml

@@ -4,20 +4,23 @@
   speakers: [alexeygrigorev, ivanbrigida]
   type: webinar
   link: https://lu.ma/tdo1zrif
+  youtube: https://www.youtube.com/watch?v=1N1jIwa1uag
 
 
 - time: 2025-05-20 17:00:00
   title: "AI Math Olympiad: A Technical Debrief of the Competition"
   speakers: [ilyaboytsov]
   type: webinar
   link: https://lu.ma/j3zv2quo
+  youtube: https://www.youtube.com/watch?v=GH_IK_HK1HA
 
 
 - time: 2025-05-13 17:00:00
   title: "Foundations of Data Engineering Instruments"
   speakers: [sergeiboitsov]
   type: webinar
   link: https://lu.ma/my0o30r8
+  youtube: https://www.youtube.com/watch?v=H3sxOea9qD0
 
 
 - time: 2025-05-19 17:00:00
@@ -32,27 +35,31 @@
   speakers: [alexeygrigorev]
   type: webinar
   link: https://lu.ma/3a2avlrx
+  youtube: https://www.youtube.com/watch?v=rv43YJQsZIw
 
 
 - time: 2025-04-07 17:00:00
   title: "From Hackathons To Developer Advocacy"
   speakers: [willrussell]
   type: podcast
   link: https://lu.ma/qcbb9vnh
+  youtube: https://www.youtube.com/watch?v=vXbMUfHE1OE
 
 
 - time: 2025-04-28 17:00:00
   title: "How to write data pipelines with Apache Airflow® 3.0"
   speakers: [timothydavis]
   type: workshop
   link: https://lu.ma/j08vdne9
+  youtube: https://www.youtube.com/watch?v=v_jbmhVWBvM
 
 
 - time: 2025-04-08 17:00:00
   title: "Using GenAI to Create Horror Stories"
   speakers: [alexeygrigorev]
   type: webinar
   link: https://lu.ma/cxm63jhj
+  youtube: https://www.youtube.com/watch?v=DvhdJWqE47gyoutube
 
 
 - time: 2025-04-01 17:00:00

_posts/2024-04-11-guide-to-free-online-courses-at-datatalks-club.md

@@ -140,7 +140,7 @@ You need basic Python knowledge, an analytical mindset to make decisions based o
 -   Week 5: Deployment and Automation
 -   Week 6, 7, 8: Project
 
-> You can find more information about the course on its [GitHub repository](https://github.com/DataTalksClub/stock-markets-analytics-zoomcamp). If you’re ready to join, register using this [form](https://docs.google.com/forms/d/e/1FAIpQLSc5H6Jc-HJg9B7irveRASJCAS4BTnJcvM2QX2ykIGZ0UNgCPQ/viewform).
+> You can find more information about the course on its [GitHub repository](https://github.com/DataTalksClub/stock-markets-analytics-zoomcamp). If you’re ready to join, register using this [form](pythoninvest.com/course).
 
 ### LLM Zoomcamp
 

_posts/2025-05-16-datatalks-club-community-demographics.md

@@ -1,6 +1,6 @@
 ---
 authors:
-- Valeriia Kuka
+- valeriiakuka
 description: Results of our DataTalks.Club Survey
 image: images/posts/2025-05-16-datatalks-club-community-demographics/cover.jpg
 layout: post
@@ -24,8 +24,7 @@ Previously, we published 4 articles on the results of a big survey about the usa
 
 Check them out if you still haven't!
 
-What we also asked our community members was about their background to better understand who makes up the DataTalks.
-Club audience.
+What we also asked our community members was about their background to better understand who makes up DataTalks.Club audience.
 
 In this article, we share insights about where our members are from, their experience levels, what they do, where they work, and what industries they're in, completing the picture of our diverse global data community.