@MarioNawfal@elonmusk why don’t you give voice to as you do for Europe’s immigration problems? This is direct involvement of US state representatives on corruption in a foreign state. They took citizens properties and trying to destroy the last Mediterranean natural protected ecosystem.
The single most undervalued fact of linear algebra: matrices are graphs, and graphs are matrices.
Encoding matrices as graphs is a cheat code, making complex behavior simple to study.
Let me show you how!
The reality of building web apps in 2025 is that it's a bit like assembling IKEA furniture. There's no "full-stack" product with batteries included, you have to piece together and configure many individual services:
- frontend / backend (e.g. React, Next.js, APIs)
- hosting (cdn, https, domains, autoscaling)
- database
- authentication (custom, social logins)
- blob storage (file uploads, urls, cdn-backed)
- email
- payments
- background jobs
- analytics
- monitoring
- dev tools (CI/CD, staging)
- secrets
- ...
I'm relatively new to modern web dev and find the above a bit overwhelming, e.g. I'm embarrassed to share it took me ~3 hours the other day to create and configure a supabase with a vercel app and resolve a few errors. The second you stray just slightly from the "getting started" tutorial in the docs you're suddenly in the wilderness. It's not even code, it's... configurations, plumbing, orchestration, workflows, best practices. A lot of glory will go to whoever figures out how to make it accessible and "just work" out of the box, for both humans and, increasingly and especially, AIs.
Top 10 YouTube channels to learn AI from scratch:
1) Andrej Karpathy – Deep yet accessible lectures on deep learning, LLMs, and an intro course on neural networks. https://t.co/t9H2yvJbfv
2) 3Blue1Brown – Stunning visualizations that make abstract mathematical concepts intuitive. https://t.co/mgYO5chjpV
3) Lex Fridman – In-depth conversations with AI leaders, offering a broader perspective on the field. https://t.co/eBkGaWEAvR
4) Machine Learning Street Talk – Technical deep dives and discussions with top AI researchers. https://t.co/qVYoeJLiwO
5) StatQuest with Joshua Starmer PhD – Beginner-friendly explainers on machine learning and statistics. https://t.co/hUulXVCGCa
6) Serrano Academy (Luis Serrano) – Clear and accessible content on ML, deep learning, and AI advancements.https://https://t.co/cFqBuB16t3
7) Jeremy Howard – Practical deep learning courses and AI-powered web app tutorials. https://t.co/WfMq0jhrJX
8) Hamel Husain – Hands-on lessons in LLMs, RAG, fine-tuning, and AI evaluations. https://t.co/jnm4lIYero
9) Jason Liu – Expert-led lectures on RAG and AI freelancing tips for ML developers. https://t.co/gLhqd9HXF1
10) Dave Ebbelaar – Practical guides on building AI systems and real-world applications. https://t.co/DJkf7DrujP
Credit to @ordax for the list.
What other youtube channels are essential?