/merowechs-reading-list

My personal reading list for various academic articles and datasets

Merowech's Reading List

My personal reading list for various academic articles

Machine Learning

Overfitting

Bias Variance Dilemma

Ensemble Methods

Gradient Boosting Explained

Deep Learning

Traffic signs classification with a convolutional network
The Unreasonable Effectiveness of Recurrent Neural Networks
Introduction: AutoML for large scale image classification and object detection
Generative Models
Understand Deep Residual Networks — a simple, modular learning framework that has redefined state-of-the-art

Security

Adversarial Examples Attacks
Adversarial Examples that Fool both Computer Vision and Time-Limited Humans

Dimension Reduction

PCA, t-SNE, AE Dimension Reduction
How to Use t-SNE Effectively

Visual Analytics

Visualizing the Hidden Activity of Artificial Neural Networks*
Visual Analytics in Deep Learning: An Interrogative Survey for the Next Frontiers*
DQNViz: A Visual Analytics Approach to Understand Deep Q-Networks*

Information Visualization

Deep Learning

Feature Visualization*

Security

Deep Learning

AI2 : Training a big data machine to defend*

Applications

EnhanceNet: Single Image Super-Resolution Through Automated Texture Synthesis

Appendix

The Google Brain Team — Looking Back on 2017 (Part 1 of 2)
How I carve out a scientific contribution in the broad field of visualization*
Autopsy Of A Deep Learning Paper*

* favroite reads