Deep Learning Readings Organized by Tags

Click on a tag to see relevant list of readings.


1Foundations

No. Date Title and Information
1 2017, Aug, 22 Foundations I -Andrew Ng - Nuts and Bolts of Applying Deep Learning
2 2017, Aug, 24 Foundations II - Ganguli - Theoretical Neuroscience and Deep Learning DLSS16
3 2017, Sep, 5 Foundations III - Investigating Behaviors of DNN
4 2017, Sep, 7 Foundations IV - Investigating Behaviors of DNN
5 2017, Sep, 12 Foundations V - More about Behaviors of DNN
6 2017, Sep, 14 Foundations VI - More about Behaviors of DNN

2Structures

No. Date Title and Information
1 2017, Sep, 19 Structure I - Varying DNN structures for an application
2 2017, Sep, 21 Structure II - DNN with Varying Structures
3 2017, Sep, 26 Structure III - DNN with Attention
4 2017, Sep, 28 Structure IV - DNN with Attention 2
5 2017, Oct, 3 Structure V - DNN with Memory
6 2017, Oct, 5 Structure VI - DNN with Adaptive Structures

3Reliable

No. Date Title and Information
1 2017, Oct, 10 Reliable Applications I - Applications
2 2017, Oct, 12 Reliable Applications II - Data
3 2017, Oct, 17 Reliable Applications III - Applications 2
4 2017, Oct, 19 Reliable Applications IV - Robustness to Data
5 2017, Oct, 24 Reliable Applications V - Understanding and Composing DNNs
6 2017, Oct, 26 Reliable Applications VI - Robustness

4Optimization

No. Date Title and Information
1 2017, Oct, 31 Optimization I - Understanding DNN Optimization
2 2017, Nov, 2 Optimization II - DNN for Optimization
3 2017, Nov, 7 Optimization III - Optimization for DNN
4 2017, Nov, 9 Optimization IV - DNN for Optimization 2

5Generative

No. Date Title and Information
1 2017, Aug, 31 Generative I - GAN tutorial by Ian Goodfellow
2 2017, Nov, 14 Generative II - Deep Generative Models
3 2017, Nov, 16 Generative III - GAN and More

6Reinforcement

No. Date Title and Information
1 2017, Aug, 29 Reinforcement I - Pineau - RL Basic Concepts
2 2017, Nov, 21 RL II - Basic tutorial RLSS17
3 2017, Nov, 28 RL III - Basic tutorial RLSS17 (2)
4 2017, Nov, 30 RL IV - RL with varying structures
5 2017, Dec, 5 RL V - RL applications