Show HN: Maths, CS and AI Compendium

Show HN: Maths, CS and AI Compendium github.com/HenryNdubuaku/...

Hey HN, I don’t know who else has the same issue, but:

Textbooks often bury good ideas in dense notation, skip the intuition, assume you already know half the material, and get outdated in fast-moving fields like AI.

Over the past 7 years of my AI/ML experience, I filled notebooks with intuition-first, real-world context, no hand-waving explanations of maths, computing and AI concepts.

In 2024, a few friends used these notes to prep for interviews at DeepMind, OpenAI, Nvidia etc. They all got in and currently perform well in their roles. So I'm sharing.

This is an open & unconventional textbook covering maths, computing, and artificial intelligence from the ground up. For curious practitioners seeking deeper understanding, not just survive an exam/interview.

To ambitious students, an early careers or experts in adjacent fields looking to become cracked AI research engineers or progress to PhD, dig in and let me know your thoughts.

reactordev · a month ago

It would be nice if the unfinished sections had at least an outline so others could fill in the gaps. SIMD for example… :D

HenryNdubuaku · a month ago

ok, on it! I will reply in this thread so you can start contributing.

These have now been pushed!

nickel0800 · a month ago

I started a BSc in maths at Open University, I think this will go very well along with that degree. Thank you for all your hard work.

Code walkthroughs and exercises are included, in Jax

alienreborn · a month ago

Thank you for sharing. Is there a gitbook link?

jacobmarble · a month ago

Yeah I’d love to study through a simple website, I guess that’s gitbook? I haven’t used it before.

To the OP: Do you need help generating a little static website? I did this with Claude the other day, could figure it out for you repo for sure.

Will look into this!

I’ve read chapter 1. 10/10

What do you think?!

So good!

I got a math minor with my CS major 15 years ago, and just started sending applications to MS CS ML/AI programs. I really need this now to relearn linear algebra etc, and your site is really bringing things back quickly.

I’m not doing the coding exercises (yet), that’s just me for now, no feedback there.

I did have some feedback when I was reading last night, will send a PR when I have time.

Kudos, friend!

riolet_vose · a month ago

Another suggestion - Do append authoritative resources for further deep dive into sub topics/concepts. I'm sure a sliver of the reading audience would love that feature, myself included. Thank you for your generosity & hope to see this repo get enough traction & contributors to fill all the sections.

thanks! will do

barfiure · a month ago

Also I’m not sure if this is well known but Gemini has a nice quiz/test mode that you can use for learning. Ask it to quiz you on a subject and you can increase/decrease difficulty and keep going. I pair it up with textbooks as a learning tool; not in school or anything just for my own enjoyment.

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