Gwern on scaling
Webgwern's profile on LessWrong — A community blog devoted to refining the art of rationality. ... Not the most dangerous area of scaling capabilities, but certainly a concerning one, and one that will be a challenge to humans …
Gwern on scaling
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WebFeb 4, 2024 · “Danbooru2024: A Large-Scale Crowdsourced and Tagged Anime Illustration Dataset” This Anime Does Not Exist.ai (TADNE) Gwern.net: +return-to-top floating button; popups: can now be disabled (use the ‘gear’ icon); final reimplementation (dynamic JS now; memoizing the recursive inlining, however clever & elegant, turns out to have painful … WebOct 28, 2024 · Up to a certain limit; Kaplan covers this in the talk a bit with reference to the RNN scaling curves in Kaplan et al 2024 - RNNs scale similarly to Transformers, with a worse constant in terms of compute, but they make bad use of context. After a few hundred tokens, the history has vanished.
WebMar 13, 2024 · February 2024 Gwern.net Newsletter links on AI scaling, semaglutide, and ethicist ethics. gwern. Mar 13, 2024. 11. Share this post. February 2024 Gwern.net Newsletter. gwern.substack.com. Copy link. Twitter. ... Gwern.net: popups: can now be moved, stickied, and full-screened (another step towards our ambition of Windows-95-in … WebGwern explains well the bet OpenAI is making (and how it differs from competitors, like …
WebOct 19, 2024 · I have trained StyleGAN2 ("SG2") from scratch with a dataset of female portraits at 1024px resolution. The samples quality was further improved by scaling the number of trainable parameters up by ~200%, allowing to achieve better FID50K metrics as well as close to photorealistic samples quality. Curated samples, XXL and XL models, … WebHolden Karnofsky writes: “I think a highly talented, dedicated generalist could become one of the world’s 25 most broadly knowledgeable people on the subject (in the sense of understanding a number of different agendas and arguments that are out there, rather than focusing on one particular line of research), from a standing start (no background in AI, …
WebApr 24, 2024 · Machine Learning Scaling. Bibliography of ML scaling papers showing …
WebJul 26, 2024 · Epistemic Status: I only know as much as anyone else in my reference class (I build ML models, I can grok the GPT papers, and I don't work for OpenAI or a similar lab). But I think my thesis is original. Related: Gwern on GPT-3 For the last several years, I've gone around saying that I'm worried about transformative AI, an AI capable of making an … layered tapisWebJul 28, 2024 · Character Recognition Baseline. We also provide a baseline for character recognition based on the dataset. If using a ResNet18 without SE, and use the ArcFace loss, we are able to achieve a testing accuracy of 37.3%. layered tapered haircut for wavy hairWebMay 28, 2024 · On GPT-3: meta-learning, scaling, implications, and deep theory. The scaling hypothesis: neural nets absorb data & compute, generalizing and becoming more Bayesian as problems get harder, manifesting new abilities even at trivial-by-global … Scaling works: quantity is a quality all its own. The scaling of GPT-2-1.5b by 116× … katherine rootWebThe name Gwern is primarily a male name of Welsh origin that means Alder. Click … layered tapered haircut womenWebindependent - Cited by 289 - deep learning - statistics - psychology - darknet markets layered tapijtenWebAug 15, 2024 · The scaling hypothesis and the laziness of deep learning. The scaling hypothesis is that. we can simply train ever larger NNs and ever more sophisticated behavior will emerge naturally as the easiest way to optimize for all the tasks & data. Gwern cites a swathe of papers in support, interpreting them in such a way that the following … katherine rolleWebRT @_sinity: It's really nice at converting text to poems. I had to cut @gwern's "The Scaling Hypothesis" a lot to fit it in 8K tokens tho :( If only I had 32K token access heh . katherine ronca