diff --git a/🧠-Educational.md b/🧠-Educational.md
index 10b6f33a..abb34051 100644
--- a/🧠-Educational.md
+++ b/🧠-Educational.md
@@ -927,6 +927,7 @@
 * [Hyperskill](https://hyperskill.org/) - Programming Courses
 * [EggHead](https://egghead.io/) - Programming Courses
 * [TechSchool](https://techschool.dev/en) - Programming Courses / [Discord](https://discord.com/invite/C4abRX5skH)
+* [USACO Guide](https://usaco.guide/) - Competitive Programming Lessons
 * [Beej's Guides](https://www.beej.us/guide/) or [LearnByExample](https://learnbyexample.github.io/) - Programming Guides
 * [HelloWorldCollection](http://helloworldcollection.de/) - Hello World Programming Collection
 * [CodeTriage](https://www.codetriage.com/) - Learn Coding by Building Projects
@@ -957,6 +958,13 @@
 * [systemd-by-example](https://systemd-by-example.com/) - Systemd Learning
 * [The Linux Kernel](https://www.kernel.org/doc/html/latest/) - Linux Kernel Development Guides / [Archives](https://kernel.org/)
 * [Workbench](https://apps.gnome.org/Workbench) - Learn / Experiment with Gnome / [GitHub](https://github.com/workbenchdev/Workbench)
+* [Approaching (Almost) Any Machine Learning Problem](https://github.com/abhishekkrthakur/approachingalmost/blob/master/AAAMLP.pdf) - Machine Learning Problem-Solving Book
+* [Deep ML](https://www.deep-ml.com/) - Solve Machine Learning Problems
+* [AI-For-Beginners](https://github.com/microsoft/AI-For-Beginners), [Beginner Guides](https://microsoft.github.io/generative-ai-for-beginners/) or [HF Learn](https://huggingface.co/learn) - Machine Learning Guides
+* [ML Course Notes](https://github.com/dair-ai/ML-Course-Notes) - Machine Learning Course Notes
+* [100-Days-Of-ML-Code](https://github.com/Avik-Jain/100-Days-Of-ML-Code) or [Practical Deep Learning](https://course.fast.ai/) - Machine Learning Coding Lessons
+* [minitorch](https://github.com/minitorch/minitorch) - Machine Learning Engineering Course Code
+* [ML YouTube Courses](https://github.com/dair-ai/ML-YouTube-Courses) - Machine Learning Courses on YouTube
 
 ***
 
@@ -1266,8 +1274,7 @@
 * [Thsrs](https://www.ironicsans.com/thsrs/) - Synonyms
 * [Synonym.com](https://www.synonym.com/) - Synonyms
 * [Feeels](https://feelu.vercel.app/) - Emotion Synonym Chart
-* [KnowYourMeme](https://knowyourmeme.com/) - Meme Database
-* [Pronouns List](https://pronounslist.com/) - List of Prefferred Pronouns
+* [Pronouns List](https://pronounslist.com/) - List of Preferred Pronouns
 * [Gender Neutral Dictionary](https://en.pronouns.page/dictionary) - Gender Neutral Language Dictionary
 * [PrideFlags](https://www.prideflags.org/) - LGBT Flag Index