Gwern on scaling

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August undefined, 2024

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WebAug 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 … WebDecember 2024 gwern.net newsletter with links on AI and technology; major new site feature: fully-generalized recursive popups. 16. gwern. 2y. Gwern.net Newsletter. November newsletter. November 2024 gwern.net newsletter with links on DL and genomics scaling, dark mode rewrite, 1 essay, and 1 opera review ('The Ring' cycle). 9. chase bank cortaro rd

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WebGwern explains well the bet OpenAI is making (and how it differs from competitors, like … 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, … WebJul 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%. chase bank corporate office chicago

"Grokking: Generalization Beyond Overfitting On Small ... - Reddit

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. 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 … chase bank corpus christi locationsWebAug 5, 2024 · As Gwern Branwen wrote in his The Scaling Hypothesis: “GPT-3, announced by OpenAI in May 2024, is the largest neural network ever trained, by over an order of magnitude. Trained on Internet text data, it is the successor to GPT-2 ⁠, which had surprised everyone by its natural language understanding & generation ability. To the surprise of ... chase bank cortaro

"WebMay 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× … " - Gwern on scaling

Gwern on scaling

Gwern on the state of AI : slatestarcodex - Reddit

WebJun 3, 2024 · 17. December newsletter December 2024 gwern.net newsletter with links on AI and technology; major new site feature: fully-generalized recursive popups. gwern. Jan 10, 2024. 16. November … WebRT @_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 .

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Web‪independent‬ - ‪‪Cited by 289‬‬ - ‪deep learning‬ - ‪statistics‬ - ‪psychology‬ - ‪darknet markets‬ 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 …

Webby gwern gwern.net "On GPT-3: Meta-Learning, Scaling, Implications, And Deep … WebMar 9, 2024 · You really think the primary motivation of Gwern Gwern.net Branwen for finding the fine details of ML scaling laws interesting (or for wanting to cite sources) is 'I really want to deceive people into thinking AI is scary'? ... You really think the primary motivation of Gwern Gwern.net Branwen for finding the fine details of ML scaling laws ...

WebThe name Gwern is primarily a male name of Welsh origin that means Alder. Click … WebGwern. [ 2 syll. gwer (n), gw -e- rn ] The baby boy name Gwern is pronounced as Guw …

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, …

WebGwern (meaning "Alder") is a minor figure in Welsh tradition. He is the son of Matholwch , … chase bank corsicana tx routing numberWebI don't get how one can still remain as optimistic about scaling as gwern. Even Chinchilla's scaling laws predict that the improvement rate in the performance over compute graph will decrease soon, and regardless, … chase bank corporate offices phone numberWebby gwern gwern.net "On GPT-3: Meta-Learning, Scaling, Implications, And Deep Theory", Gwern Branwen. comments sorted by Best Top New Controversial Q&A Add a Comment More posts you may like. r/mlscaling • "EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks", Tan & Le 2024 ... chase bank corte madera hoursWebMar 10, 2024 · Scaling up GANs for Text-to-Image Synthesis present our 1B-parameter GigaGAN, achieving lower FID than Stable Diffusion v1.5, DALL·E 2, and Parti-750M. ... @gwern. and. @sedielem "killed the novelty" is not quite right, but didn't give a strong enough impression that scaling gans was valuable. a bunch of (imo) promising research … chase bank corte madera phoneWebPosted by gwern gwern.net "Grokking: Generalization Beyond Overfitting On Small Algorithmic Data Sets", Power et al 2024 (new scaling effect, 'grokking': sudden perfect generalization emerging many epochs after training-set overfitting on algorithmic tasks) curtain cleaning birmingham gardensWebHolden Karnofsky writes: “I think a highly talented, dedicated generalist could become … chase bank corte maderaWebJan 11, 2024 · 301 Moved Permanently. nginx/1.18.0 chase bank corsicana tx phone number