Search results for “LIME”
115 results
CMI 2000, The Millennium Prize Problems
2026Problem sheet
The Millennium Meeting, Paris, 24 May 2000, at which the seven problems were announced.
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360
Суффиксы в Английском Языке
2026ReferenceSergey
Английские суффиксы -ful, -ible, -ing, -ist, -less, -ly, -ment, -ness, -ent/-ant с моделями образования и примерами.
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50
A curiosity: “supersmooth” varieties
2026TheorySean Cotner
A rigidity condition on schemes, strictly stronger than smoothness, introduced with examples and a look at where it fails to be geometric — no known application, just a curiosity.
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Machine Learning 2. Lecture 1. Deep Neural Networks
2026LectureКонстантин Вячеславович Воронцов
Reminder: the neuron model, the multilayer network, stochastic gradient, momentum, vanishing and exploding gradients, ReLU, dropout, batch normalisation; depth matters more than width; feature generation and end-to-end learning; convolutional neural networks: convolution and pooling layers, the standard CNN scheme, AlexNet and ImageNet, residual networks ResNet and Highway Networks; convolutional networks for speech, texts and games; recurrent neural networks, training by BPTT, long short-term memory networks LSTM, the peephole variant, GRU.
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390
Machine Learning 2. Lecture 2. Neural Networks for Unsupervised Learning
2026LectureКонстантин Вячеславович Воронцов
Kohonen networks: clustering as a two-layer neural network, the hard (WTA) and soft (WTM) competition rules, self-organising Kohonen maps and their interpretation; autoencoders: the formulation of the problem, the linear autoencoder and the principal component method, sparse, denoising, contractive, relational and variational autoencoders, reparametrisation, autoencoders for supervised learning, multilayer autoencoders; joint training of several models: pre-training and transfer learning, multi-task learning and few-shot learning, self-supervised learning, distillation and surrogate modelling, learning using privileged information (LUPI), generative adversarial networks (GAN).
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210