Saeid @smdssh
Joined May 2011-
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Life Hack: Embrace the embarrassment of being a beginner. The only way to accomplish something meaningful is to endure days, weeks, months, or even years of embarrassing failure. Every expert started out as a beginner. Those who embrace the embarrassment will eventually win.
GPT-4 and Gemini are systems and products, not models. There must be lots of engineering tricks and hard-coded rules, and we would never know how many models are inside the systems before open-sourcing. Requesting comparison with them is unfair in scientific research.
Every rational number is algebraic, and some irrational numbers are too. quantamagazine.org/recounting-the…
Very sad to learn that CR Rao who pioneered information geometry passed away August 22nd at the age of 102 years. RIP Background: franknielsen.github.io/CRRao/ News: deccanchronicle.com/nation/in-othe…
Once an introvert leaves, they leave forever. Do they miss you? Listen. The way they've mastered detachment is scary. They go total monk mode on you. Cold. Silent. Absolutely stoic. Trust me, they can act like they never knew you. Like ever.
To optimize your metabolism: • Walk • Limit sugar • Drink coffee • Manage stress • Drink more water • Stop crash dieting • Eliminate seed oils • Sleep 7 hours/night • Eat a high-protein diet • Lift weights 3x per week
The distance between a thousand dollars and a million dollars is skills. The distance between a million and 100 million is character. The distance between a 100 million dollars and a billion dollars is time.
Something I taught 11 yo: If you want to eat healthily, one easy rule of thumb is not to eat things with brand names.
A simple formula to lose belly fat · Get 8 hours of sleep · Walk 10k steps daily · Drink primarily water · Lift weights 3x a week · Eat single ingredient nutrient dense foods in a caloric deficit Do this for 90 days straight and watch your waistline start to disappear.
How to stay poor: Start tomorrow. 🧵…
How to get luckier in life, a thread.
100% work or 100% rest. Your creative output is like a battery. You have about 3-4 hours you can dedicate to pure focus. Most people are operating at half capacity. They don't go full force on quality work because they don't take the time to recover from psychological fatigue.
Completing 1-3 priority tasks in the first 4 hours of the day, every day, for years, aimed toward your ideal future, will get you far ahead of those working all day on scattered tasks to the point of burnout.
Teach principles not formulas.
Fall in love with some activity, and do it! Nobody ever figures out what life is all about, and it doesn't matter. Explore the world. Nearly everything is really interesting if you go into it deeply enough. Work as hard and as much as you want to on the things you like to do the…
I have written a very short mathematical summary of the main ingredients of denoising diffusion models. mathematical-tours.github.io/book-sources/o… Most of this is directly borrowed from the amazingly clear slides of @ValentinDeBort1 vdeborto.github.io/project/genera…
The proximal map projects on a level set. For l^p norms, it is a thresholding operator shrinking toward 0. It induces sparsity for p smaller than 1. en.wikipedia.org/wiki/Proximal_…
Woodbury formula allows one to compute in two different ways the solution of Ridge regression. It allows one to even use infinite-dimensional feature spaces (p=inf) via kernelization. en.wikipedia.org/wiki/Woodbury_… en.wikipedia.org/wiki/Tikhonov_…
The max of n independent Gaussians concentrates around sqrt(2log(n)). The max central limit theorem allows to quantify this. en.wikipedia.org/wiki/Fisher%E2…
Hynough @hynough35847
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Users from Lycee AI are asking me to create more advanced DSPy tutorials. I'm starting a new series today with an exploration of DSPy and knowledge graphs. I wrote a script to build a knowledge graph using DSPy. I'll be dropping the video on Lycee AI later today. It's actually…
"Starting a company is like jumping off a cliff and assembling the plane on the way down. - Reid Hoffman
Build LLM app with RAG in a few lines of Python Code (step-by-step instructions):
Build a LLM app with RAG to chat with PDF in just 30 lines of Python Code (step-by-step instructions):
As long as AI systems are trained to reproduce human-generated data (e.g. text) and have no search/planning/reasoning capability, performance will saturate below or around human level. Furthermore, the amount of trials needed to reach that level will be far larger than the…
Interesting how in all these domains AI is asymptoting at roughly human performance - where's the AI zooming past us to superintelligence that Kurzweil etc. predicted/feared?
Pluto's icy mountains and plains captured by the New Horizons spacecraft.
Just read Apple's "OpenELM: An Efficient Language Model Family with Open-source Training and Inference Framework". Similar to the OLMo, it's refreshing to see an LLM paper that shares details discussing the architecture, training methods, and training data. Let's start with the…
So LLaMa 3's carbon footprint is... huge? 🤯 They estimate it to be 2,290 tons of CO2eq, compared to 550t for training GPT-3 and 66t for training *all* of the BLOOM models (1B-176B) 🌬️
Multi-agent collaboration has emerged as a key AI agentic design pattern. Given a complex task like writing software, a multi-agent approach would break down the task into subtasks to be executed by different roles -- such as a software engineer, product manager, designer, QA…
Super nice and concise slide deck introducing instruction finetuning & alignment for LLMs! Also love that it starts with a clear definition of the terminology jargon. (We often use "finetuning" to mean instruction finetuning, which can be very confusing coming from classic ML.)
Watch my @Stanford CS 25 lecture next week, "aligning open language models," it'll be good, v excited
Congrats to @AIatMeta on Llama 3 release!! 🎉 ai.meta.com/blog/meta-llam… Notes: Releasing 8B and 70B (both base and finetuned) models, strong-performing in their model class (but we'll see when the rankings come in @ @lmsysorg :)) 400B is still training, but already encroaching…
Enjoyed this very insightful thread. Also notable: for many, maybe most, of the pieces of advice I know of examples where the opposite strategy was instead used, with outlier success. So it's useful as stimulus, not as a final word This is true of other similar treatments.…
How to pick a problem. Today in @CellCellPress. 1/53 cell.com/cell/fulltext/…
I worry about a bubble burst once people realize that no AGI is near—no reliably generalist LLMs or “agents”. Might seem less ambitious but it's far wiser to recognize: LLMs mainly create opportunities for making *general* progress for building AIs that solve *specific* tasks.
There’s thousands of RAG techniques and tutorials, but which ones perform the best? ARAGOG by Matous Eibich is one of the most comprehensive evaluation surveys on advanced RAG techniques, testing everything from “classic vector database” to reranking (@cohere, LLM) to MMR to…
Ready? In two days, a total solar eclipse will cross North America from Mexico to Canada across most part of the U.S. It will be the most visible & longest total solar eclipse for the United States in 100 years with a central duration of 4' 28".
NASA's New Horizons spacecraft flying over mountains on Pluto 🏔️