AI isn’t good enough
On a recent cross-country trip—I (Paul) drove from California to Illinois and back again.
The latest blog posts to take off on Hacker News. 3,091 posts.
On a recent cross-country trip—I (Paul) drove from California to Illinois and back again.
A visual example-focused introduction to neural networks.
Rather then view LLMs, Transformers, and diffusion models as part of a continuum with past "AI", it is worth thinking of this as an entirely new era and discontinuity from the past
And then telling it to not generate those images!
[LinkedIn discussion, Twitter thread]
If you want to read more of my writing, I have a Substack . Articles will be posted simultaneously to both places.
A lot of people have asked about the computers I used to train TorToiSe. I’ve been meaning to snap some pictures, but it’s never “convenient” to turn these servers off so I keep procrastinating. We had some severe thunderstorms today here i
In the Terminator movies, good relationships beat technological superiority. Kyle Reese and Sarah Connor outwit the advanced T-800 who in turn helps Sarah and John beat the ultra-advanced T-1000. OpenAI’s GPT-4 is currently the most advanced publicly available language model. There are also analyses showing it’s…
How the veneer of AI is used to legitimize awful ideas
Back in 2014, Elon Musk referred to AI as summoning the demon. And it wasn’t hard to see that view. Soon, Go agents would beat top humans learning from self play. By the end of 2017, the same algorithm mastered Chess and Shogi. By 2020, it didn’t even need tons of calls to the simulator, and could play Atari too.
[On-line document since 2007, last updated in September 2026] [Translations: 中文 , Español , lietuvių kalba ]
Llama from scratch I want to provide some tips from my experience implementing a paper. I'm going to cover my tips so far from implementing a dramatically...
This post covers my experience training image classification models with Intel’s PyTorch extension on the Arc A770 GPU.
CUDA (Compute Unified Device Architecture) is a closed-source low-level API that interfaces software with NVIDIA GPUs.
It’s well-known at this point that GPT-4/GPT-3.5-turbo is non-deterministic, even at temperature=0.0. This is an odd behavior if you’re used to dense decoder-only models, where temp=0 should imply greedy sampling which should imply full determinism, because the logits for the next token should be a pure function of…
I gave a talk on Sunday at North Bay Python where I attempted to summarize the last few years of development in the space of LLMs—Large Language Models, the technology …
Reasons to be skeptical of the conventional wisdom about line drawing perception
Evals, RAG, fine-tuning, caching, guardrails, defensive UX, and collecting user feedback.
This post is an exploration of the supply and demand of GPUs, particularly Nvidia H100s.
Summary : Update to my last post analyzing the gzip+knn paper. Some of the datasets have heavily contaminated train/test tests. I show some ways to significantly speed-up the gzip method. I present more results of my "fair" reimplementation .
Disclaimer: This article mentions https://terra-cotta.ai/, an LLM experimentation platform I am building Introduction ChatGPT, Bard, and other large language models (LLMs) are very useful for a wide variety of tasks from writing code to answering complex questions to aiding with education. However, these models are…
Here, I provide an in-depth analysis of GPUs for deep learning/machine learning and explain what is the best GPU for your use-case and budget.
Machine Alignment Monday, 7/24/23
~Will Thompson's personal website~
Moving on from Python Machine Learning might seem impossible. Let me break down why and how you can do it.