Hacker News
- Scaling Down Deep Learning https://greydanus.github.io/2020/12/01/scaling-down/ 16 comments
- Scaling Down Deep Learning https://greydanus.github.io/2020/12/01/scaling-down/ 36 comments
- CosmoFlow: Using Deep Learning to Learn the Universe at Scale https://arxiv.org/abs/1808.04728 3 comments
- Using Deep Learning at Scale in Twitter’s Timelines https://blog.twitter.com/2017/using-deep-learning-at-scale-in-twitter-s-timelines 27 comments
- Scaling deep learning to 10,000 cores and beyond https://www.cs.washington.edu/htbin-post/mvis/mvis?ID=1338 8 comments
- Large Scale Deep Learning – Jeff Dean [pdf] http://static.googleusercontent.com/media/research.google.com/en/us/people/jeff/CIKM-keynote-Nov2014.pdf 43 comments
- Dota 2 with Large Scale Deep Reinforcement Learning [pdf] https://cdn.openai.com/dota-2.pdf 34 comments
- Show HN: Exafunction, efficient deep learning at scale https://exafunction.com 5 comments
- Large Scale Distributed Deep Learning on Hadoop Clusters http://yahoohadoop.tumblr.com/post/129872361846/large-scale-distributed-deep-learning-on-hadoop 10 comments
- Deep learning scaling is predictable, empirically – the morning paper https://blog.acolyer.org/2018/03/28/deep-learning-scaling-is-predictable-empirically/ 2 comments
- Neural Kernels: Reconstruct large scale digital twins with deep learning https://twitter.com/frncswllms/status/1667207286652059648 2 comments
- Smart Algorithms beat Hardware Acceleration for Large-Scale Deep Learning https://arxiv.org/abs/1903.03129 135 comments
- Jeff Dean on Large-Scale Deep Learning at Google http://highscalability.com/blog/2016/3/16/jeff-dean-on-large-scale-deep-learning-at-google.html 30 comments
- On Efficient Training of Large-Scale Deep Learning Models: A Literature Review https://arxiv.org/abs/2304.03589 3 comments
- Show HN: KANN – mid-scale deep learning and autodiff in ANSI C (4 files; 4k LOC) https://github.com/attractivechaos/kann/ 3 comments
- Deep Learning Digs Deep: AI Unveils New Large-Scale Images in Peruvian Desert https://blogs.nvidia.com/blog/2023/06/23/geoglyphs-in-peru/ 19 comments
- [D] "Deep learning is the only thing that currently works at scale" https://www.youtube.com/watch?v=p-OYPRhqRCg 112 comments machinelearning
- Tesla's Deep Learning at Scale (What Tesla can do that Waymo can't) https://medium.com/@trenteady/teslas-deep-learning-at-scale-7eed85b235d3 17 comments artificial
- 'Godfather of Deep Learning' quits Google and warns of AI dangers: 'I don’t think they should scale this up more until they have understood whether they can control it' https://www.pcgamer.com/godfather-of-deep-learning-quits-google-and-warns-of-ai-dangers-i-dont-think-they-should-scale-this-up-more-until-they-have-understood-whether-they-can-control-it/ 73 comments programming
- THIS IS HOW SCALING LOOKS LIKE | The Hidden Cost of Deep Learning http://autonom.io/this-is-how-scaling-looks-like/?et_fb=1 14 comments deeplearning
- [2102.11600] ASAM: Adaptive Sharpness-Aware Minimization for Scale-Invariant Learning of Deep Neural Networks https://arxiv.org/abs/2102.11600 31 comments machinelearning
- What We Learned Deploying Deep Learning at Scale for Radiology Images http://blog.qure.ai/notes/deploying-deep-learning-for-radiology 4 comments deeplearning
- In layperson's terms, how much does deep learning performance scale with training examples? https://arxiv.org/pdf/1712.00409.pdf 5 comments learnmachinelearning
- Millimeter-Scale Computers: Now With Deep Learning Neural Networks on Board http://spectrum.ieee.org/tech-talk/robotics/artificial-intelligence/millimeterscale-computers-now-with-deep-learning-neural-networks-on-board 4 comments hardware
- Deep Learning for Robots: Learning from Large-Scale Interaction http://googleresearch.blogspot.com/2016/03/deep-learning-for-robots-learning-from.html 4 comments robotics
- Deep Learning for Robots: Learning from Large-Scale Interaction [March 2016] https://ai.googleblog.com/2016/03/deep-learning-for-robots-learning-from.html 2 comments futurology
- [R] Small steps and giant leaps: Minimal Newton solvers for Deep Learning [large scale 2nd order optimizer] https://arxiv.org/abs/1805.08095 3 comments reinforcementlearning
- IBM Pushes Envelope in Deep Learning Scalability | 95% Scaling on 256 P100's, Previous Record 89% Held by Facebook https://www.top500.org/news/ibm-pushes-envelope-in-deep-learning-scalability/ 9 comments hardware