LiminalML

Master ML & SWE concepts through structured review loops. 157+ topics. Resume-aware sessions. Built by an ML Engineer.

[LiminalML @LiminalML]

Check out the our new redesigned website following all of your amazing feedback from our launch on product hunt!

The feedback is greatly appreciated and we are glad to see people enjoying it. Happy studying!
https://t.co/pUGUVjWwgm

[LiminalML @LiminalML]

Sessions on any two topics of your choice are now accessible for free without needing to sign up, try it out now!

Graphs and math within sessions are also being updated this week.

[LiminalML @LiminalML]

Been getting some great feedback on from launching on @ProductHunt today!

If you are into ML or SWE and are looking for a study tool to learn all the topics deeply, then https://t.co/pUGUVjWwgm is designed for you.

Any feedback is very appreciated!

https://t.co/AlUNhNwtB6

[LiminalML @LiminalML]

Just launched on @ProductHunt!

https://t.co/AlUNhNwtB6

[LiminalML @LiminalML]

Try it out today for free at https://t.co/pUGUVjWwgm!

We have many more features and love getting feedback for future additions

[LiminalML @LiminalML]

Check out our newest features and updates!

See below 👇

[LiminalML @LiminalML]

Graphs and math within sessions have a new clean look:

[LiminalML @LiminalML]

We also have a comprehensive list of SWE topics, so you not only gain a deep understanding of ML but also CS fundamentals and beyond. Designed for everybody.

[LiminalML @LiminalML]

Here's the list of all AI/ML topics covered on https://t.co/pUGUVjWwgm

[LiminalML @LiminalML]

Build intuition, implementation fluency, retrieval strength, conceptual understanding, and long-term mastery across topics in machine learning and software engineering.

https://t.co/pUGUVjWwgm

[LiminalML @LiminalML]

Get a glimpse into sessions without signing up in the Concepts tab, where you can get quick deep dives into 16 topics across classical ML, deep learning, LLMs, and optimization

[LiminalML @LiminalML]

Try out sessions, where you can study our 157+ topics between on machine learning and software engineering. Ask questions along the way and learn material in depth quickly.

[LiminalML @LiminalML]

Check out our Substack to view the latest deep dive into BPE from scratch and in depth view of tokenization: https://t.co/CCUEMbevZx

Also try https://t.co/pUGUVjWwgm for an in depth session on tokenization and 157+ other topics covering everything you need to know in ML and SWE.

[LiminalML @LiminalML]

LiminalML: 6-Stage Mastery for ML/DL/RL concepts and SWE/CS fundamentals.

Resume grounded + persistent memory.

Overview → Intuition → Math → Code → Questions → Retrieval

Free to Start: https://t.co/pUGUVjWwgm

[LiminalML @LiminalML]

@anupamrjp https://t.co/pUGUVjWwgm
Deep mastery review for ML, DL, RL, and SWE concepts. 130+ topics. 6-stage sessions personalized to your resumé. Built by an MLE, for MLE candidates.

[LiminalML @LiminalML]

@ionleu Deep mastery review for ML, DL, RL, and SWE concepts. 130+ topics. 6-stage sessions personalized to your resumé. Built by an MLE, for MLE candidates.
Give it a try for free: https://t.co/pUGUVjWwgm

[Oliver @olivertperrin]

Check out my most recent side project: https://t.co/NvBXegnWee

I built it for MLE's, Researchers, or even SWE's who want to study for interviews or just refresh their memory on a broad range of topics all in one place. It's structured, but also super flexible.

It's also free.

[LiminalML @LiminalML]

Most interview prep tools don't drill what matters most: your own experience.

LiminalML does.

Upload your resume. 6-stage sessions personalized to what you've built. 130+ ML and SWE topics.

Built by an MLE, for MLE's and even SWE's.

https://t.co/tGjxFlJiCj