Show HN: Train CIFAR10 to 94% in under 10 seconds on a single A100, world record https://bit.ly/3kXeCDi

Show HN: Train CIFAR10 to 94% in under 10 seconds on a single A100, world record Hi, My career is currently in this field, and I created this project as (effectively, among other things) a living resume, and to also be a really great workbench for hacking/experimenting on different methods. Testing and getting a feel for how different methods work within this framework is truly a delight, and quite simple/fast. Additionally, generally speaking, many of the mathematical concepts should transfer, so this (for me) has been a really great proving grounds in testing out how something might work in a different place in the real world. We hope to get under 2 seconds of training time (for 94%) within about two years or so, so stay tuned for updates as we continue to push more changes that take us faster and faster than our starting point of ~18.1 seconds or so. By the way, this architecture and training hyperparameters do indeed scale well, just increase epochs from 10->80 and base_depth from 64->128 and you'll have about 95.77% accuracy in about 188 seconds or so (just over 3 minutes :D). That alone is a huge boon! Great to see scaling laws working well within this very, very tight hyperparameter resolution. Feel free to let me know if you have any questions, Hacker News always seems to get me the most traffic. I really love talking about this project, and can't really seem to find anyone to nerd out about it with. This is very, very cool stuff! So feel free to leave a comment, and I'd love to jump in and chat about it! :D :) <3 <3 :)))) https://github.com/tysam-code/hlb-CIFAR10 January 30, 2023 at 02:58AM

Show HN: An online IDE that records your coding session https://bit.ly/3Y9MJGO

Show HN: An online IDE that records your coding session https://bit.ly/3jcAcU7 January 29, 2023 at 10:47PM

Show HN: My AI-Hosted YouTube Channel for Teaching Apple XR Development https://bit.ly/3ji5DfO

Show HN: My AI-Hosted YouTube Channel for Teaching Apple XR Development https://www.youtube.com/@swiftreality January 30, 2023 at 12:30AM

Show HN: Published Thanks-Dependencies written in Rust https://bit.ly/3HdmgRL

Show HN: Published Thanks-Dependencies written in Rust This only list dependencies(currently only supports cargo of Rust). You can use this lib if you want to list dependencies on your README :) https://bit.ly/3YoiGeD January 29, 2023 at 02:22PM

Show HN: Reinventing the wheel, one product at a time https://bit.ly/3jfDK7S

Show HN: Reinventing the wheel, one product at a time https://bit.ly/3Ho3Y0i January 29, 2023 at 10:55AM

Show HN: Display Fox Image in the Terminal https://bit.ly/3XNCSq9

Show HN: Display Fox Image in the Terminal https://bit.ly/3JozUnz January 29, 2023 at 10:00AM

Show HN: QuadSort, Esoteric Fast Sort https://bit.ly/3jbJY8P

Show HN: QuadSort, Esoteric Fast Sort https://bit.ly/3kRF7KD January 29, 2023 at 05:42AM

Show HN: I built a web app to generate Emacs and Vim themes from VSCode theme https://bit.ly/3WFAUXC

Show HN: I built a web app to generate Emacs and Vim themes from VSCode theme Screenshots: https://bit.ly/3jeqdO4 Website: https://bit.ly/3wDFnPP Source: https://bit.ly/3WL3eaY Written in Vanilla JS, generation happens entirely in browser. Automatically adds some default faces for few Emacs packages. Vim version also comes with 256 color support for terminals. https://bit.ly/3WMlQYh January 29, 2023 at 01:21AM

Show HN: Git Heat Map – a tool for visualising git repo activity for each file https://bit.ly/3WGwMGF

Show HN: Git Heat Map – a tool for visualising git repo activity for each file https://bit.ly/3JrdUZl January 29, 2023 at 02:09AM

Show HN: I’m an introvert – made an app to help maintain connections with people https://bit.ly/3HAkgmT

Show HN: I’m an introvert – made an app to help maintain connections with people https://bit.ly/3Y4xEWJ January 28, 2023 at 05:12PM

Show HN: AI Writing Check – Teacher Friendly GPT Detector https://bit.ly/3WEKutO

Show HN: AI Writing Check – Teacher Friendly GPT Detector https://bit.ly/3WEKw4U January 28, 2023 at 04:12PM

Show HN: Military History Visualized https://bit.ly/3HD1Na9

Show HN: Military History Visualized Hi HN! As one who completely hated history being in school, I'm glad to be launching this tool to make history more fun and engaging. I'd love to hear your feedback and impressions. https://bit.ly/3DpbSFs January 28, 2023 at 03:02PM

Show HN: The “Build Your Own Redis” Book Is Completed https://bit.ly/3DlGN5x

Show HN: The “Build Your Own Redis” Book Is Completed Feedbacks are welcome. https://bit.ly/3DlGNCz January 28, 2023 at 02:25PM

Show HN: Show HN: PlantUML based collaborative UML editor is now open source https://bit.ly/3Rf4XEz

Show HN: Show HN: PlantUML based collaborative UML editor is now open source https://bit.ly/3Y3s7Ql January 28, 2023 at 05:55AM

Show HN: Gist for simplest dotnet cross platform audio player https://bit.ly/3Rhckvc

Show HN: Gist for simplest dotnet cross platform audio player https://bit.ly/3kFrEVY January 28, 2023 at 12:24AM

Show HN: Race Condition 2023 – AI racing coding challenge in the browser https://bit.ly/3kLKWJq

Show HN: Race Condition 2023 – AI racing coding challenge in the browser I and my colleagues built this racing game where you write JavaScript code in your browser to race on a Unity WebGL based race track. We'll actually invite the top 5 racers in Finland to run the same code on our actual (admittedly rather kludgy) physical cars, which my colleague built from RC cars and Raspberry Pis. I think the game is super fun. I hope you enjoy it as well! https://bit.ly/3wygHYX January 27, 2023 at 02:01PM

Show HN: Netflix Prices in 245 Countries https://bit.ly/3WQFMJG

Show HN: Netflix Prices in 245 Countries https://bit.ly/3XEmHvg January 27, 2023 at 02:18PM

Show HN: Pashword – Hashed Password Calculator https://bit.ly/3j9M8WB

Show HN: Pashword – Hashed Password Calculator https://bit.ly/3j9Mb4J January 27, 2023 at 08:55AM

Show HN: Eye-controlled user interface for mobile https://bit.ly/408Ui2c

Show HN: Eye-controlled user interface for mobile https://bit.ly/40ir3do January 27, 2023 at 06:30AM

Show HN: Chrome extension to close Zoom/Notion tabs after launching desktop app https://bit.ly/3j5gKIW

Show HN: Chrome extension to close Zoom/Notion tabs after launching desktop app Hi HN! I use the desktop versions of Zoom, Notion, and Asana, so at the end of the day, I have a ton of Chrome tabs left over from these services launching their apps. I threw together a little extension to clean these tabs up. Do folks tend to use the browser versions of these apps? Or are there other sites that this extension should support? https://bit.ly/3j2vQip January 27, 2023 at 04:43AM