> be you > want to actually learn how LLMs work > sick of “just start with linear algebra and come back in 5 years” > decide to build my own roadmap > no fluff. no detours. no 200-hour generic ML playlists > just the stuff that actually gets you from “what’s a token?” to “I
if you want the most straightforward roadmap, use 👇 https://x.com/TheAhmadOsman/st...
@TheAhmadOsman > sick of “just start with linear algebra and come back in 5 years” Literally first module: learn linear algebra
@TheAhmadOsman Bonus points for installing CUDA drivers become a journey of self-discovery
@TheAhmadOsman Every single post i read from you is gold. No idea how you appeared in my feed, but genuinely interesting stuff from X lately!
@TheAhmadOsman This is very much indeed as a lot of noise going around learning AI
@TheAhmadOsman Nice
@TheAhmadOsman 🔥🔥🔥
@TheAhmadOsman I am from what alphaZero is to training own RL pipeline for increased accuracy
@TheAhmadOsman What's more practical for someone who's not a PhD in terms of career? 1. learning how to build useful things with llms (given you know the basics and lil more about the llm) 2. mastering how LLMs work under the hood
@TheAhmadOsman Here is my stack.
@TheAhmadOsman bro you rented place in my timeline before i ever rented any gpu
@TheAhmadOsman @grok give me the roadmap in clear bullet points along with youtube links/playlists
@TheAhmadOsman I wish I could give you more than a follow.. thanks for this GEM.
@TheAhmadOsman Goldmine of advice ✨
@TheAhmadOsman don’t you need tons of gpus for that?
@TheAhmadOsman congrats, no one cares
@TheAhmadOsman Kinda skipped step 0, parts of 1, currently breaking my head at something around a mix of 2 and 3.5 What are the odds I'm gonna make it? 😶
@TheAhmadOsman I think He is right , im stuck in the "this is all good in theory " - i have to just make my own from scratch to understand all the bits in between im missing
@TheAhmadOsman do one of these for classic ML
@TheAhmadOsman i will come back to this post in 2 months
@TheAhmadOsman > MIT 18.06 with Strang, yes, he’s still the GOAT https://www.youtube.com/watch?... I'm sure he is great, but this has to be the worst way to learn anything in the modern world. I feel like we will look back on this type of education and wonder what on earth we were thinking?
@TheAhmadOsman I'd better start with this https://themlbook.com/
@TheAhmadOsman I like the DM me part, I’ll share with you my projects 🤗
@TheAhmadOsman Why rebuild what is already built (and with worse quality)? Just use the building blocks and build something new.
@TheAhmadOsman now how do I learn to build a model nobody has built before?


