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漫谈在线学习:阴阳论☯ | zchaofly
https://zchaofly.wordpress.com/2011/04/16/漫谈在线学习:阴阳论☯
Just another WordPress.com site. 漫谈在线学习 在线梯度下降 →. April 16, 2011. I am interesting in Machine Learning. View all posts by lsws33 →. This entry was posted in Uncategorized. 漫谈在线学习 在线梯度下降 →. Leave a Reply Cancel reply. Enter your comment here. Fill in your details below or click an icon to log in:. Address never made public). You are commenting using your WordPress.com account. ( Log Out. You are commenting using your Twitter account. ( Log Out. You are commenting using your Facebook account. ( Log Out.
April | 2011 | zchaofly
https://zchaofly.wordpress.com/2011/04
Just another WordPress.com site. Monthly Archives: April 2011. April 16, 2011. April 16, 2011. Create a free website or blog at WordPress.com.
Hello world! | zchaofly
https://zchaofly.wordpress.com/2011/03/28/hello-world
Just another WordPress.com site. 漫谈在线学习 阴阳论 →. March 28, 2011. Welcome to WordPress.com. This is your first post. Edit or delete it and start blogging! I am interesting in Machine Learning. View all posts by lsws33 →. This entry was posted in Uncategorized. 漫谈在线学习 阴阳论 →. March 28, 2011 at 3:27 am. Hi, this is a comment. To delete a comment, just log in, and view the posts’ comments, there you will have the option to edit or delete them. Leave a Reply Cancel reply. Enter your comment here.
漫谈在线学习:在线梯度下降 | zchaofly
https://zchaofly.wordpress.com/2011/04/16/漫谈在线学习:在线梯度下降
Just another WordPress.com site. April 16, 2011. I am interesting in Machine Learning. View all posts by lsws33 →. This entry was posted in Uncategorized. Leave a Reply Cancel reply. Enter your comment here. Fill in your details below or click an icon to log in:. Address never made public). You are commenting using your WordPress.com account. ( Log Out. You are commenting using your Twitter account. ( Log Out. You are commenting using your Facebook account. ( Log Out. Notify me of new comments via email.
March | 2011 | zchaofly
https://zchaofly.wordpress.com/2011/03
Just another WordPress.com site. Monthly Archives: March 2011. March 28, 2011. Welcome to WordPress.com. This is your first post. Edit or delete it and start blogging! Create a free website or blog at WordPress.com.
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漫谈在线学习:阴阳论☯ | Large Learning
https://mli7.wordpress.com/2011/04/10/online_learning_3
04/10/2011 in machine learning. 我们将需要最小化的目标函数称之为primal problem. 其对应就有dual problem. 例如常见的 Lagrange Duality. 且在常见情况下,最小化primal等价于最大化dual. 有时候直接求解primal problem很麻烦,但dual却方便很多。 块,从而不能直接对每块做梯度下降得到online gradient descent. 于是我们转向dual problem. Shai 毕业于耶路撒冷希伯来大学,PHD论文便是online learning. 然后他去了online learning重地TTIC, 更是习得满身武艺,现在又回了耶路撒冷希伯来大学任教。 前一种表示是函数的primal form, 而后者则被称之为 Fenchel conjudate. 是一种dual form, 其定义为. 此定理可以为Boosting, learning theory里的Rademecher Bound提供简单的证明,不过我们先关注它在online上的应用。 具体可见Shai的 NIPS ’08. 04/15/20...
漫谈在线学习:专家问题 | Large Learning
https://mli7.wordpress.com/2011/03/25/online_learning_expert_problem
03/25/2011 in machine learning. 它是对在线学习 online learning 最贴切的刻画 数据不断前来,我们需根据当前所能得到的来调整自己的最优策略。 熟悉机器学习的稳拿可能注意到了在线学习与在机器学习 统计学习 里所讨论的 离线 学习的区别。 而向来被优化界抛弃的在线学习、随机优化算法 例如stochastic gradient descent ,虽然收敛不快,不过迭代代价很低,更考虑到learning算法的解的精度要求不高,所以在实际应用中这些方法通常比传统的优化算法快很多,而且可以处理非常大的数据。 一个通常的规律是learning界火过的topic在computer vision,data mining等偏应用的方向上会接着火几年,所以肯定CVPR, ICCV, KDD之类会议上还会有茫茫多这类paper。 例如我们的目标是要使得平均regret达到某个数值以下,假设前一种方法取1,000个样本 迭代1,000次 就能到了,那么后一种算法就可能需要1,000,000个样本和迭代。 Columbia College Onl…. Mu on 漫谈在线学习 专家问题.
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zchaofly | Just another WordPress.com site
Just another WordPress.com site. April 16, 2011. April 16, 2011. March 28, 2011. Welcome to WordPress.com. This is your first post. Edit or delete it and start blogging! Create a free website or blog at WordPress.com. Blog at WordPress.com.
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