D2L Book


Topic Replies Activity
Model Selection, Underfitting and Overfitting 2 January 12, 2020
Personalized Ranking for Recommender Systems 3 January 11, 2020
Statistics 3 January 11, 2020
Factorization Machines 2 January 8, 2020
Softmax Regression 6 January 7, 2020
Transformer 2 January 3, 2020
Multilayer Perceptron 3 January 3, 2020
Softmax Regression in Gluon 12 December 27, 2019
Deep Convolutional Neural Networks (AlexNet) 4 December 27, 2019
Adadelta 1 November 28, 2018
RMSProp 1 November 28, 2018
Mini-Batch Stochastic Gradient Descent 1 November 28, 2018
Stochastic Gradient Descent 1 November 28, 2018
Gradient Descent 1 November 21, 2019
Convexity 1 July 6, 2019
Optimization and Deep Learning 1 November 28, 2018
Beam Search 1 November 28, 2018
Seq2seq Discussion 1 July 5, 2019
Machine Translation 1 November 28, 2018
Bidirectional Recurrent Neural Networks 1 November 28, 2018
Deep Recurrent Neural Networks 1 November 28, 2018
Long Short-term Memory (LSTM) 1 November 28, 2018
Densely Connected Networks (DenseNet) 1 November 27, 2018
Networks with Parallel Concatenations (GoogLeNet) 1 November 27, 2018
GPU Purchase Guide 1 November 28, 2018
Eigendecompositions 1 November 15, 2019
Hardware 1 December 17, 2019
Parameter Servers 1 December 17, 2019
Object Detection and Bounding Box 2 December 17, 2019
Learning Rate Scheduling 1 November 18, 2019