Deep Learning Seminars of 2019-2020
- Time: EST 8: 00 am(BJS 20: 00 pm) of Tuesday
- Period: Each Week
- Topic: Alternative and flexible
- You can get the material of our seminar, just click the underlined hyperlink.
Initial Schedule
Date | Speaker | Topic | Material or Summary |
---|---|---|---|
Jul 31 | Huang Huang | Initialization in DNN | Related Paper |
YuYan Chen | Implement of MgNet | ||
Aug 7 | Jonathan Siegel | Sparse Training Algorithms for Neural Networks | |
Qian Zhang | SGD: General Analysis and Improved Rates | Talk Summary From Qian | |
Sep 3 | Pengfei Yin | Deep Residual Networks 1, Deep Residual Networks 2 | Talk Material From Pengfei |
Jianhong Chen | Learning Structured Sparsity in Deep Neural Networks | Talk Summary From Jianhong | |
Sep 10 | Jianqing Zhu | Lookahead Optimizer: k steps forward, 1 step back | Talk Material From Jianqing |
Lin Li | Deep Neural Networks with Rectified Power Units | Talk Material From Lin | |
Sep 17 | Juncai He | Adaptive Learning Rate Schedule in SGD | |
Sep 24 | Juncai He, Jonathan Siegel | Using Statistics to Automate SGD | |
Oct 1 | Jonathan Siegel | Stop Criteria on SGD | |
Oct 8 | Juncai He | Hypothesis Testing for Stopping Criterion Under Markov Chain | |
Oct 15 | Juncai He | Adaptive Learning Rate of SGD From Markov Chain | |
Oct 22 | Qian Zhang | A Unified Theory of SGD: Variance Reduction, Sampling, Quantization and Coordinate Descent | Talk Material From Qian |
* The row of above table colored aqua is in preparation.
Seminars of PSU-PKU Summer School
Schedule of FIRST Week
Date | Speaker | Recorder | Topic |
---|---|---|---|
Jul 8 | Liang Zhao | Yuyan Chen | Implicit regularization property of SGD method |
Jul 10 | Juncai He | Jianhong Chen | Convergence of backpropagation with momentum for network architectures with skip connections |
Jul 12 | Lin Li | Lian Zhang | Approximation properties of ReLU DNN |
Schedule of SECOND Week
Date | Speaker | Recorder | Topic |
---|---|---|---|
Jul 15 | Shaobo Liang | Qian Zhang | k-means |
Jul 17 | Li Jiang | Pengfei Yin | A Unified View of Multi-class SVM |
Jul 19 | Lian Zhang | Juncai He | Model Compression of CNN |
Schedule of THIRD Week
Date | Speaker | Recorder | Topic |
---|---|---|---|
Jul 22 | Zhe Zheng | Li Jiang | L_p Regularization with Forward-backward Splitting |
Date | Speaker | Recorder | Topic |
---|---|---|---|
Jan 30, 2019 | Li Jiang | Shaobo Liang | Multiclass Support Vector Machine |
Feb 20, 2019 | Shaobo Liang | Pengfei Yin | Work complexity for Large-scale Learning |
Feb 27, 2019 | Qian Zhang | Yuyan Chen | Without-replacement sampling for SGD |
Mar 11, 2019 | Xuhao Diao | Jianhong Chen | LSTM |
Mar 18, 2019 | Juncai He | Lin Li | Nonlinear Approximation via Composition |
Mar 25, 2019 | Xiaodong Jia | Liang Zhao | Introduction to Training Neural Networks with PyTorch |
Apr 08, 2019 | Jianhong Chen | Lian Zhang | Diagnosing Pregnancy Based on Wrist Pulse Wave Using Convolutional Neural Network |
Apr 15, 2019 | Lian Zhang | Xiaodong Jia | A Review of Some Existing Network Pruning Algorithms |
Apr 22, 2019 | Chuanbin | – | A PDE Model for Pulse Wave Modeling |
Apr 29, 2019 | Lin Li | Juncai He | Approximation Properties of ReLU DNN |
May 6, 2019 | Yuyan Chen | Jing Liu | Linear Data-feature Mapping in Different Grids from Classical CNN Models |
May 19, 2019 | Huang Huang | Li Jiang | A Neural Network Based on The Non-standard Wavelet Form |
Jun 3, 2019 | Jing Liu | Pengfei Yin | On The Convergence Rate of Training RNN |
Jun 17, 2019 | Pengfei Yin | Shaobo Liang | Generalization Bounds for Classification Problems |
*Topics colored blue are having been completed, and those colored black are in preparation.
DeepLearning Seminars of 2018-2019 Autumn Term
We have successfully raised 9 seminars last semester. For your information, here are the specfic records.
Date | Topic | Speaker |
---|---|---|
Sep 12, 2018 | Multigrid and CNN | Juncai He |
Sep 19, 2018 | RDA | Liang Zhao & Xiaodong Jia |
Oct 10, 2018 | Multigrid and CNN | Juncai He |
Oct 17, 2018 | Degree of approximation for feedforward networks | Chunyue Zheng |
Oct 24, 2018 | Spectral method | Lin Li |
Nov 28, 2018 | Introduction of Supervised Learning-1 | Pengfei Yin |
Dec 05, 2018 | Introduction of Supervised Learning-2 | Pengfei Yin |
Dec 12, 2018 | Introduction of Supervised Learning-3 | Pengfei Yin |
Jan 16, 2019 | Introduction of Supervised Learning-4 | Pengfei Yin |
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