Title: A Cookbook of Self-Supervised Learning (自监督学习的食谱) Authors: Randall Balestriero, Mark Ibrahim, Vlad Sobal, Ari Morcos, Shashank Shekhar, Tom Goldstein, Florian Bordes, Adrien Bardes, Gregoire Mialon, Yuandong Tian, Avi Schwarzschild, Andrew Gordon Wilson, Jonas Geiping, Quentin Ga...
1. What is Self-Supervised Learning and Why Bother? 自监督学习,被称为“智力的暗物质”,是推进机器学习的一条很有希望的途径。与受标签数据限制的有监督学习不同,自监督的学习方法可以从大量未标记的数据中学习。自我监督学习(SSL)支撑了深度学习在自然语言处理方面的成功,导致了从自动机器翻译到大型语言模型的...
Example cookbook: cookbooks/06-browser-use.ipynb Email setup: host: string # The host of the email server port: integer # The port of the email server user: string # The username of the email server password: string # The password of the email server arguments: to: string # The emai...
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原文: A Cookbook of Self-Supervised Learning 1 What is the Self-Supervised Learning and Why Bother自监督学习(Self-Supervised Learning)被称为“智能的暗物质”,是推进机器学习的一条很有前途的途径。 …
3 A Cook’s Guide to Successful SSL Training and Deployment 3.7 Evaluating Your SSL Models 3 A Cook’s Guide to Successful SSL Training and Deployment 3.7 Evaluating Your SSL Models 3.7.1 Evaluation with labels 自监督预训练主要评估图像分类,因为它几十年来一直是计算机视觉的核心。 三个主要的通用...
tensorflow_cookbook 5.6k Code for Tensorflow Machine Learning Cookbook albumentations 5.6k fast image augmentation library and easy to use wrapper around other libraries swift 5.6k Swift for TensorFlow darkflow 5.6k Translate darknet to tensorflow. Load trained weights, retrain/fine-tune using tensorflow...
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虽说标题是cookbook of self supervised learning,不过大部分的内容还是关于contrastive learning的。 文章篇幅比较长,有不少比较老生常谈的内容或者是背景内容,就略过了,记录一下个人觉得有帮助的东西。 一 (1)传统的有监督学习方法是根据可用的标记数据在通常先验已知的特定任务上进行训练,而 SSL 则学习在许多任务中...