Hacker News
- Self-Supervised Learning for Videos https://www.lightly.ai/post/self-supervised-learning-for-videos 8 comments
- Visual Introduction to Self Supervised Learning https://amitness.com/2020/02/illustrated-self-supervised-learning/ 12 comments
- Contrastive Self-Supervised Learning https://ankeshanand.com/blog/2020/01/26/contrative-self-supervised-learning.html 13 comments
- [R] Implementation of 'Supervised Contrastive Learning for Pretrained Language Model' https://arxiv.org/abs/2011.01403 2 comments machinelearning
- Resources for Supervised Machine Learning Project on Pytorch https://www.youtube.com/watch?index=1&list=PLYqnrGixM-jBsKjQs-FdB18pl6eHzkrbs&t=23321s&v=V_xro1bcAuA 3 comments learnmachinelearning
- How to Train a Model with Only 62 Labeled Images using Semi-Supervised Learning - Supervisely https://supervisely.com/blog/train-a-model-with-62-labeled-images-hrda-semi-supervised/ 5 comments computervision
- [D] Can GPT3's few-shot learning replace supervised training? experiment in biomedical domain https://arxiv.org/abs/2203.08410 5 comments machinelearning
- Supervised vs Unsupervised Learning https://medium.com/@giovanni.stephens/supervised-vs-unsupervised-learning-8d48f434a49f 3 comments machinelearningnews
- "Fleet-DAgger: Interactive Robot Fleet Learning with Scalable Human Supervision", Hoque et al 2022 https://arxiv.org/abs/2206.14349 2 comments reinforcementlearning
- [R] Using few-shot learning language models as weak supervision https://snorkel.ai/few-shot-learning-large-language-models/ 2 comments machinelearning
- [R] Understanding Dimensional Collapse in Contrastive Self-supervised Learning https://openreview.net/forum?id=YevsQ05DEN7 2 comments machinelearning
- "Yann LeCun on a vision to make AI systems learn and reason like animals and humans" (sketching an AGI arch using self-supervised learning) https://ai.facebook.com/blog/yann-lecun-advances-in-ai-research 22 comments reinforcementlearning
- Supervised, Semi-Supervised, Unsupervised, and Self-Supervised Learning https://taying-cheng.medium.com/supervised-semi-supervised-unsupervised-and-self-supervised-learning-7fa79aa9247c 3 comments learnmachinelearning
- "EfficientZero: Mastering Atari Games with Limited Data", Ye et al 2021 (beating humans on ALE-100k/2h by adding self-supervised learning to MuZero-Reanalyze) https://arxiv.org/abs/2111.00210 13 comments reinforcementlearning
- [R] Unsupervised Neural Machine Translation with Generative Language Models Only. They use few-shot learning to amplify GPT-3's zero-shot translations and create fine-tuning datasets for machine translation with no supervision. New SOTA in unsupervised translation on WMT14, BLEU score of 42 on En-Fr https://arxiv.org/abs/2110.05448 2 comments machinelearning
- [R] Local plasticity rules can learn deep representations using self-supervised contrastive predictions. No need to backprop error signals between layers. Networks trained with this self-supervised and local rule build deep hierarchical representations of images, speech and video. https://arxiv.org/abs/2010.08262 3 comments machinelearning
- [R] Mining for strong gravitational lenses with self-supervised learning https://arxiv.org/abs/2110.00023 2 comments machinelearning
- Understanding Contrastive Learning. Learn how to learn without labels using self-supervised learning. https://towardsdatascience.com/understanding-contrastive-learning-d5b19fd96607 9 comments learnmachinelearning
- [R] Barlow Twins: Self-Supervised Learning via Redundancy Reduction https://arxiv.org/abs/2103.03230 22 comments machinelearning
- Memory-Efficient Semi-Supervised Continual Learning (IJCNN2021 oral) https://arxiv.org/abs/2101.09536 11 comments machinelearning
- OpenAI Introduces CLIP: A Neural Network That Efficiently Learns Visual Concepts From Natural Language Supervision https://www.reddit.com/r/artificial/comments/l4cs1c/openai_introduces_clip_a_neural_network_that/ 3 comments artificial
- How to Use Inaccurate Data for Machine Learning with Weakly Supervised Learning https://lionbridge.ai/articles/how-to-use-inaccurate-data-for-machine-learning-with-weakly-supervised-learning/ 4 comments learnmachinelearning
- [OC] I made a small library for supervised machine learning in Rust! https://www.reddit.com/r/rust/comments/g6hg6e/oc_i_made_a_small_library_for_supervised_machine/ 3 comments rust
- Self-driving truck boss: 'Supervised machine learning doesn’t live up to the hype. It isn’t C-3PO, it’s sophisticated pattern matching' https://www.theregister.co.uk/2020/03/23/ai_roundup_march20/ 20 comments artificial
- 🎥 Video Labeling tool for Deep Learning: training data for Computer Vision with Supervisely https://medium.com/deep-systems/video-labeling-tool-for-deep-learning-training-data-for-computer-vision-with-supervisely-bebbcefc55d?amp%3Bsk=375591af2a6be514e123f2a5634202b4&source=friends_link 4 comments computervision
- A nice article about self-supervised visual representation learning https://perfectial.com/blog/self-supervised-learning/ 7 comments computervision
- Visual Explanation of SimCLR: State of the Art Self-Supervised Learning Method https://amitness.com/2020/03/illustrated-simclr/ 3 comments deeplearning
- Visual Explanation of SimCLR: State of the Art Self-Supervised Learning Method https://amitness.com/2020/03/illustrated-simclr/ 5 comments artificial
- The Illustrated Self-Supervised Learning https://amitness.com/2020/02/illustrated-self-supervised-learning/ 3 comments computervision
- An article I wrote, giving a more mathematical introduction to supervised learning. It's meant to contrast all the practical articles out there, and give a more theoretical basis. It's going to be the first of a series of posts, and I'd love to get some feedback! https://dorianbrown.dev/what-is-supervised-learning/ 18 comments datascience
- Here is a wonderful Self Supervised Learning 122 page lecture notebook by Andrew Zisserman from Deepmind https://www.reddit.com/r/artificial/comments/c16dqg/here_is_a_wonderful_self_supervised_learning_122/ 3 comments artificial
- Does anyone have experience with Supervised Learning in Haskell? https://www.reddit.com/r/haskell/comments/9upl3q/does_anyone_have_experience_with_supervised/ 2 comments haskell
- Openly licensed extensive Introduction to Supervised Learning with TensorFlow by Lukas Schmelzeisen (2018) including many code examples! https://twitter.com/renepickhardt/status/1044515721135476736 5 comments datascience
- "Dense Object Nets (DON)" for self-supervised learning of coordinate-mapping onto objects for general robot arm gripping https://news.mit.edu/2018/mit-csail-robots-can-pick-any-object-after-inspection-0910 3 comments reinforcementlearning
- Backprop as Functor: A compositional perspective on supervised learning https://arxiv.org/abs/1711.10455 11 comments haskell
- This Week In Neuroscience: Two photon calcium imaging without cortical invasion, neuronal ensembles and supervised learning http://simpleneuroscience.com/2017/03/twophotoncalciumimaging/ 3 comments science
- This machine learning tool can quantify "politeness". It was made using a RNN performing supervised learning on millions of "leaked" ENRON emails. http://xn--y8hx759n4a0uuemzhii9j.xn--vi8hiv.ws 6 comments technology
- Computer learns language by playing Civilization: By basing its strategies on the text of a manual, a computer infers the meanings of words without human supervision. http://web.mit.edu/newsoffice/2011/language-from-games-0712.html 8 comments cogsci
- Computer learns language by playing Civilization - By basing its strategies on the text of a manual, a computer infers the meanings of words without human supervision. http://web.mit.edu/newsoffice/2011/language-from-games-0712.html 426 comments science
- A monkey in India has learned, without any training or supervision, to tend herds of goats, cooperating with a human farmer. Even more amazing: It's a formerly wild monkey who is free to return to the wild at any time. http://news.nationalgeographic.com/news/2009/07/090728-shepherd-video-ap.html 444 comments science