Am Neumarkt 😱

#fun 😂😂😂 [P] No, we don't have to choose batch sizes as powers of 2: MachineLearning https://www.reddit.com/r/MachineLearning/comments/vs1wox/p_no_we_dont_have_to_choose_batch_sizes_as_powers/

#ml Mitchell M, Wu S, Zaldivar A, Barnes P, Vasserman L, Hutchinson B, et al. Model cards for model reporting. Proceedings of the Conference on Fairness, Accountability, and Transparency. New York, NY, USA: ACM; 2019. doi:10.1145/3287560.3287596 https://arxiv.org/abs/1810.03993

#ml This is also like one thousand years later... PyMC 4.0 Release Announcement — PyMC project website https://www.pymc.io/blog/v4_announcement.html

#data If you are building a simple dashboard using python, streamlit is a great tool to get started. One of the problems in the past was to create multipage apps. To solve this problem, I created a template for multipage apps a year ago. https://github.com/emptymalei/streamlit-multipage-template But today, streamlit officially introduced multipage support. And it looks great. I haven’t built any dashboards for a while, but to me, this is still the go-to solution for a dashboard. https://blog.streamlit.io/introducing-multipage-apps/

#fun Higharc is a start-up helping people design houses using generative designs. The demo looks amazing. https://higharc.com/

#ml This is hilarious. Source: https://mobile.twitter.com/arankomatsuzaki/status/1529278580189908993 Paper: https://arxiv.org/abs/2205.11916

#data https://www.theviolenceproject.org/mass-shooter-database/

#ml I have heard about deepeta before but never thought it was a transformer. According to this blog post by uber, they are using an encoder decoder architecture with linear attention. This blog post also explains how they made a transformer fast. DeepETA: How Uber Predicts Arrival Times Using Deep Learning https://eng.uber.com/deepeta-how-uber-predicts-arrival-times/

#ml Parsimony with cognitive resource limitations 🤔 https://www.nature.com/articles/s41586-022-04743-9

#github I have been following an issue on math support for github markdown (github/markup/issues/274). One thousand years later ... Math support in Markdown | The GitHub Blog https://github.blog/2022-05-19-math-support-in-markdown/

#misc Quote from this article: "It doesn’t transmit from person to person as readily, and because it is related to the smallpox virus, there are already treatments and vaccines on hand for curbing its spread. So while scientists are concerned, because any new viral behaviour is worrying — they are not panicked." https://www.nature.com/articles/d41586-022-01421-8

#ml Finally... We can now utilize the real power of M1 chips. Introducing Accelerated PyTorch Training on Mac | PyTorch https://pytorch.org/blog/introducing-accelerated-pytorch-training-on-mac/ I have been following this issue: https://github.com/pytorch/pytorch/issues/47702#issuecomment-1130162835 There were even some fights. 😂