diff --git a/docs/elearning.md b/docs/elearning.md
index f4a6d072..c5d44b2a 100644
--- a/docs/elearning.md
+++ b/docs/elearning.md
@@ -10,13 +10,13 @@
 
 - [katacoda.com](https://www.katacoda.com/)
 - [learn.openshift.com](https://learn.openshift.com/)
-- [learn.crunchydata.com](https://learn.crunchydata.com/)
+- [learn.crunchydata.com](https://www.crunchydata.com/developers/tutorials/)
 - [redhatgov.io](http://redhatgov.io) RedHatGov.io is an open source collection of workshop materials that cover various topics relating to Red Hat's product portfolio.
-- [tutorialspoint.com/openshift](https://www.tutorialspoint.com/openshift/)
+- [tutorialspoint.com/openshift](https://www.tutorialspoint.com/openshift/index.htm/)
 - [zeef.com: e-learning](https://e-learning.zeef.com/tracy.parish)
 - [Udemy.com](https://www.udemy.com/)
 - [Whizlabs](https://www.whizlabs.com/) Online certification training courses and practice tests.
-- [Lynda.com Linkedin Learning](https://www.lynda.com/)
+- [Lynda.com Linkedin Learning](https://www.linkedin.com/learning/?trk=lynda_redirect_learning/)
 - [edx.org](https://www.edx.org/)
 - [Coursera.org](https://www.coursera.org)
 - [codecademy.com](https://www.codecademy.com/)
@@ -25,11 +25,11 @@
 - [tutorialspoint.com](http://www.tutorialspoint.com/)
 - [typing.io: Typing Practice for Programmers](https://typing.io/)
 - [vogella.com](http://www.vogella.com/tutorials/)
-- [The Linux Foundation Training](https://training.linuxfoundation.org/resources/)
+- [The Linux Foundation Training](https://training.linuxfoundation.org/resources//)
 - [khanacademy.org](https://www.khanacademy.org/)
-- [codely.tv](https://codely.tv/)
+- [codely.tv](https://codely.com/en/)
 - [ine.com](https://ine.com/)
-- [GCF LearnFree.org](https://edu.gcfglobal.org/en/)
+- [GCF LearnFree.org](https://www.learnfree.org/en/)
 - [wiki.bash-hackers.org](https://wiki.bash-hackers.org/)
 - [SQL Police Department](https://sqlpd.com/)
 - [techstudyslack.com](https://techstudyslack.com/) TechStudySlack is a Slack for people studying Tech.
@@ -58,7 +58,7 @@
 ## Opinions
 
 - [I'm AWS certified? Should you trust me?](https://code.joejag.com/2021/i-am-aws-certified-should-you-trust-me.html)
-- [homebusinessmag.com: Certificates Alone Won’t Get You Hired, You Need Certifications “Plus”!](https://homebusinessmag.com/businesses/success-tips/certificates-alone-wont-get-hired-need-certifications-plus/)
+- [homebusinessmag.com: Certificates Alone Won’t Get You Hired, You Need Certifications “Plus”!](https://homebusinessmag.com/businesses/success-tips/certificates-alone-wont-get-hired-need-certifications-plus//)
 
 ## Tweets