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sonabinu

10,226 karma · joined October 23, 2012

blogs : http://datagrad.blogspot.com/ http://miningbigdata.blogspot.com/
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sonabinu··on I were 17, I'd learn how to build LLMs from scratch
I think this is the best structured class out there that teaches how to scale LLMs . Hope the 17 year old knows linear algebra. Building an intuition for the shape of the matrices is important. A lot of understanding the 'building from scratch' means understanding choices like why RoPE instead of the original frequency based positional encoding. Start with Karpathy and then go to CS 336
sonabinu··on This may be the first academic profession to see its work taken over by AI
The views of Terrance Tao on this is a great read https://arxiv.org/pdf/2608.16753
sonabinu··on This may be the first academic profession to see its work taken over by AI
https://archive.is/njQqY
sonabinu··on Home made GPU escalated quickly [video]
Great project for kids interested in EECS. I wonder if a miniature version can we done at a fraction of the cost as a cool high school project.
sonabinu··on CS336: Language Modeling from Scratch
I’m watching the Frontier Systems videos - https://cs153.stanford.edu/

The one issue I had with the CS336 course was the delivery of the RL components. I liked Lectures 5 & 6 from CME 295 better

https://cme295.stanford.edu/syllabus/

I’ve heard good things about the diffusion models class as well - CME 296. Seems like a good next step.

https://cme296.stanford.edu/syllabus/

sonabinu··on CS336: Language Modeling from Scratch
I brought a group together to do this class using the YouTube videos and course materials available online. It is challenging but rewarding. We tackled it one lecture video per week. Started with over 30 learners and by last session we were down to 8.
sonabinu··on Machine Learning Systems
The repo - https://github.com/harvard-edge/cs249r_book?tab=readme-ov-fi...
sonabinu··on Ode to libraries (the book ones)
What I like most are that most libraries are lively without being distracting. There is some movement but it’s not excessive. I’ve found it a great place for focused study and deep reading.
sonabinu··on Graph Learning Will Lose Relevance Due to Poor Benchmarks
This is a position paper.
sonabinu··on OpenAI says it has evidence DeepSeek used its model to train competitor
poetic justice (pun intended)
sonabinu··on The Guy Behind DeepSeek Blurbed My Book in China
I kept wondering why this sounds like what Jim Simons would have done! Now I know
sonabinu··on Books I Loved Reading in 2024
There are weekends where I spent 3 to 4 hours reading at the public library. It is definitely a deliberate act, not always supported by other family members but it is possible. I am able to do 20 to 30 books a year. All the best! I hope you are able to get started. Happy reading.
sonabinu··on Books I Loved Reading in 2024
Could also be husband and kids ;)
sonabinu··on Books I Loved Reading in 2024
I have my reading material next to my work desk. I read 15 to 20 minutes before I start work and most days read about 15 to 20 before bed. I also read over the weekends and have chosen that over TV and other entertainment. I carry a book with me to places where I have to wait - doctor's office, DMV, airports, school conferences etc.
sonabinu··on Everyone is capable of, and can benefit from, mathematical thinking
Thanks for sharing this. I was debating buying the book.
sonabinu··on Everyone is capable of, and can benefit from, mathematical thinking
I was actually thinking Jean Paul Satre when I read his answers
sonabinu··on Influence of experience and deliberate practice on expert performance [pdf]
Ericsson’s book Peak is a great read on the topic https://www.amazon.com/Peak-Secrets-New-Science-Expertise/dp...?
sonabinu··on How to choose a textbook that is optimal for oneself?
I take classes at community college to up/revise skills in foundational mathematics. What I love is the small class sizes, the presence of adult students and the teacher engagement. This alongside the need to finish hw, keeps me on track
sonabinu··on Feynman's Garden
In Feynman's 'Surely You're Joking, Mr. Feynman!' there is a chapter where he describes his observations on 'how does it feels to go to sleep' as part of an essay for a class. This and other lectures/writings from Feynman gives cues to his technique and also the almost impish curiosity with which he approaches a problem. IMHO the best way to master or learn from him, is read/watch his works/lectures.
sonabinu··on Sal Khan is pioneering innovation in education again
A very powerful story! thanks for sharing
sonabinu··on How have you found purpose in your life?
Learning a new skill that’s very different from what you do at work. I’ve found passion in reading and learning about financial markets and their cyclical nature.
sonabinu··on [dead]
Is it even possible that this article made it to press!
sonabinu··on Gates' Law: How progress compounds and why it matters (2018)
Chess was invented in India - legend from China? https://en.wikipedia.org/wiki/History_of_chess
sonabinu··on Teach Yourself Programming in Ten Years (1998)
This is true in any profession. Building intuition comes from doing more and more with incrementally difficult challenges. There comes a point at which one can make connections and apply what you know from one area into another, and creativity kicks in.
sonabinu··on Prediction markets can tell the future. Why is the US so afraid of them?
Looks like an interesting article but behind a paywall
sonabinu··on What my violin taught me about awe, purpose and the power in taking a chance
Interesting how this title has magically now become - “What a musician turned cognitive scientist wants you to know about life” in the article
sonabinu··on Europe is leading the world in the push to regulate AI
Interesting how it dropped off from the front page in less than 5 hrs
sonabinu··on Generative AI learning path
It’s really good! I especially like how he explains the code with the Attention is All You Need paper. His State of GPT talk at Microsoft is a great follow up. https://m.youtube.com/watch?v=s6zNXZaIiiI
sonabinu··on Apple Card’s new high-yield Savings account is now available, offering a 4.15 p
Short term TBills are a great place to park money.
sonabinu··on More than a third of community college students have vanished
I’ve done few math pre requisites at community college. In my experience, the educators care a lot about the students. They are very helpful.
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