Independent software by @olivertperrin. Study: understand ML & SWE from intuition to math to code to recall. Studio: free interactive visuals to explain it.

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Introducing LiminalML Studio: Start with a working visual, edit the explanation, and give readers something they can explore. The current formats cover vector similarity and a small Q-learning environment. The original LiminalML Study is still available for guided learning.
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Night theme now available on LiminalML.com!
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New UI/UX updates have landed on LiminalML.com following all of your amazing feedback! It's been great to see that it's helping so many people with interview prep, happy studying!
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LiminalML retweeted
Cooking up some new UI updates for LiminalML.com. 👀 Some are already live.
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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.
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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! LiminalML.com
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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 LiminalML.com is designed for you. Any feedback is very appreciated! producthunt.com/products/lim…
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Check out our newest features and updates! See below 👇
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Graphs and math within sessions have a new clean look:
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Here's the list of all AI/ML topics covered on LiminalML.com
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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.
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Build intuition, implementation fluency, retrieval strength, conceptual understanding, and long-term mastery across topics in machine learning and software engineering. LiminalML.com
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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
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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.
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Check out our Substack to view the latest deep dive into BPE from scratch and in depth view of tokenization: LiminalML.substack.com Also try LiminalML.com for an in depth session on tokenization and 157+ other topics covering everything you need to know in ML and SWE.
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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: LiminalML.com
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