Haziq @hazytalks
Optimizing one Model at a time. #ML Los Angeles, CA Joined March 2009-
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New (2h13m 😅) lecture: "Let's build the GPT Tokenizer" Tokenizers are a completely separate stage of the LLM pipeline: they have their own training set, training algorithm (Byte Pair Encoding), and after training implement two functions: encode() from strings to tokens, and…
Introducing AlphaGeometry: an AI system that solves Olympiad geometry problems at a level approaching a human gold-medalist. 📐 It was trained solely on synthetic data and marks a breakthrough for AI in mathematical reasoning. 🧵 dpmd.ai/alphageometry
# On the "hallucination problem" I always struggle a bit with I'm asked about the "hallucination problem" in LLMs. Because, in some sense, hallucination is all LLMs do. They are dream machines. We direct their dreams with prompts. The prompts start the dream, and based on the…
Google (DeepMind) releases AI model Gemini. There is no turning back now, we are in for one mad ride. The multi modality, and fluidity of the model is super clean. My jaw dropped at 4:24 seconds A thread...
In my decade spent on AI, I've never seen an algorithm that so many people fantasize about. Just from a name, no paper, no stats, no product. So let's reverse engineer the Q* fantasy. VERY LONG READ: To understand the powerful marriage between Search and Learning, we need to go…
Runway's new update is producing incredible AI videos. It's a significant leap forward. As someone who's worked with a famous Hollywood producer and dreamed of creating films, I find this so exciting. We're witnessing the birth of a new era in film. Here are the best examples:
OpenAI (vision & voice APIs) for sports narration:
OpenAI (vision & voice APIs) for sports narration:
Turns out, fitting a curve to a dataset produces a model that only generalizes to that specific data distribution -- big if true.
Turns out, fitting a curve to a dataset produces a model that only generalizes to that specific data distribution -- big if true.
i expect ai to be capable of superhuman persuasion well before it is superhuman at general intelligence, which may lead to some very strange outcomes
Bias and Variance takes little time to learn but lifetime to master, and at the end it will be at most somewhat an optimized outcome. Applies pretty much to everything in life.
Will be quite useful for case based algorithm development and selection and training. Somewhat like more sophisticated and generalized version of cross validation at a scale for new models, put in rustic terms. Super Amazing
Will be quite useful for case based algorithm development and selection and training. Somewhat like more sophisticated and generalized version of cross validation at a scale for new models, put in rustic terms. Super Amazing
Some Beautiful Abstractions!! #DALLE3
More and more Plus users are getting the new ChatGPT Vision.. People are posting impressive use cases. 9 really good ones:
Dynamic 3D Gaussians: Tracking by Persistent Dynamic View Synthesis dynamic3dgaussians.github.io We model the world as a set of 3D Gaussians that move & rotate over time. This extends Gaussian Splatting to dynamic scenes, with accurate novel-view synthesis and dense 3D trajectories.
Around 31 hours since Adobe Max dropped the new Firefly 2 models... People are WOW-ing at the real photorealism! 10 examples: (How are these not real photos?)
This is such an interesting work. Video diffusion model is being used as a data-driven physics simulation, in which an agent can plan, explore, and learn optimal actions without touching robot hardware or causing harm. LLM is not only an OS, but also a full reality simulator.
This is such an interesting work. Video diffusion model is being used as a data-driven physics simulation, in which an agent can plan, explore, and learn optimal actions without touching robot hardware or causing harm. LLM is not only an OS, but also a full reality simulator.
In 2021, Meta Reality Labs published a method called Pixel Codec Avatars (PiCA). I didn't realize its significance until @lexfridman's one-of-a-kind podcast. PiCA is actually the MP4 format for VR. A brand new protocol for 3D streaming. Here's the intuition: - The encoder first…
Dataset creation is one of the highest impact but least prestigious activities in machine learning research. This is amazing work that will unlock a whole suite of research that is currently out of research. First, *someone* should replicate Google's Minerva...
Dataset creation is one of the highest impact but least prestigious activities in machine learning research. This is amazing work that will unlock a whole suite of research that is currently out of research. First, *someone* should replicate Google's Minerva...
Jung-Woo Ha @JungWooHa2
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Excited to share I’ve joined @Google to lead product for AI Studio and support the Gemini API. Lots of hard work ahead, but we are going to make Google the best home for developers building with AI. I’m not going to settle for anything less.
Reading a tweet is a bit like downloading an (attacker-controlled) executable that you instantly run on your brain. Each one elicits emotions, suggests knowledge, nudges world-view. In the future it might feel surprising that we allowed direct, untrusted information to brain.
Announcing notesGPT! Record voice notes and get a transcript, summary, and action items. 100% free and open source. usenotesgpt.com
@elonmusk it's kinda wild that this is how our ancestors used to code in the 17th century
Whoever pursues righteousness and love finds life, prosperity, and honor. Proverbs 21:21
Introducing AlphaGeometry: an AI system that solves Olympiad geometry problems at a level approaching a human gold-medalist. 📐 It was trained solely on synthetic data and marks a breakthrough for AI in mathematical reasoning. 🧵 dpmd.ai/alphageometry
Technologies often reach a remarkable level of perfection just before they become obsolete.
Building a Mercedes-AMG G63 V8 engine. [📹 Mr. Benz] x.com/levandov_2/sta…
Google (DeepMind) releases AI model Gemini. There is no turning back now, we are in for one mad ride. The multi modality, and fluidity of the model is super clean. My jaw dropped at 4:24 seconds A thread...
In my decade spent on AI, I've never seen an algorithm that so many people fantasize about. Just from a name, no paper, no stats, no product. So let's reverse engineer the Q* fantasy. VERY LONG READ: To understand the powerful marriage between Search and Learning, we need to go…
New YouTube video: 1hr general-audience introduction to Large Language Models youtube.com/watch?v=zjkBMF… Based on a 30min talk I gave recently; It tries to be non-technical intro, covers mental models for LLM inference, training, finetuning, the emerging LLM OS and LLM Security.